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Repository: yuanming-hu/fc4
Branch: master
Commit: fc86df1ce823
Files: 613
Total size: 1.4 MB
Directory structure:
gitextract_wj_ozd86/
├── .gitignore
├── LICENSE
├── README.md
├── combine.py
├── condition.py
├── config.py
├── data/
│ ├── gehler/
│ │ ├── .gitignore
│ │ ├── coordinates/
│ │ │ ├── 8D5U5524_macbeth.txt
│ │ │ ├── 8D5U5525_macbeth.txt
│ │ │ ├── 8D5U5526_macbeth.txt
│ │ │ ├── 8D5U5527_macbeth.txt
│ │ │ ├── 8D5U5528_macbeth.txt
│ │ │ ├── 8D5U5529_macbeth.txt
│ │ │ ├── 8D5U5530_macbeth.txt
│ │ │ ├── 8D5U5531_macbeth.txt
│ │ │ ├── 8D5U5532_macbeth.txt
│ │ │ ├── 8D5U5533_macbeth.txt
│ │ │ ├── 8D5U5534_macbeth.txt
│ │ │ ├── 8D5U5535_macbeth.txt
│ │ │ ├── 8D5U5536_macbeth.txt
│ │ │ ├── 8D5U5537_macbeth.txt
│ │ │ ├── 8D5U5538_macbeth.txt
│ │ │ ├── 8D5U5539_macbeth.txt
│ │ │ ├── 8D5U5540_macbeth.txt
│ │ │ ├── 8D5U5541_macbeth.txt
│ │ │ ├── 8D5U5543_macbeth.txt
│ │ │ ├── 8D5U5544_macbeth.txt
│ │ │ ├── 8D5U5545_macbeth.txt
│ │ │ ├── 8D5U5547_macbeth.txt
│ │ │ ├── 8D5U5548_macbeth.txt
│ │ │ ├── 8D5U5549_macbeth.txt
│ │ │ ├── 8D5U5550_macbeth.txt
│ │ │ ├── 8D5U5551_macbeth.txt
│ │ │ ├── 8D5U5552_macbeth.txt
│ │ │ ├── 8D5U5553_macbeth.txt
│ │ │ ├── 8D5U5554_macbeth.txt
│ │ │ ├── 8D5U5555_macbeth.txt
│ │ │ ├── 8D5U5556_macbeth.txt
│ │ │ ├── 8D5U5557_macbeth.txt
│ │ │ ├── 8D5U5558_macbeth.txt
│ │ │ ├── 8D5U5559_macbeth.txt
│ │ │ ├── 8D5U5560_macbeth.txt
│ │ │ ├── 8D5U5561_macbeth.txt
│ │ │ ├── 8D5U5562_macbeth.txt
│ │ │ ├── 8D5U5563_macbeth.txt
│ │ │ ├── 8D5U5564_macbeth.txt
│ │ │ ├── 8D5U5565_macbeth.txt
│ │ │ ├── 8D5U5566_macbeth.txt
│ │ │ ├── 8D5U5567_macbeth.txt
│ │ │ ├── 8D5U5568_macbeth.txt
│ │ │ ├── 8D5U5569_macbeth.txt
│ │ │ ├── 8D5U5570_macbeth.txt
│ │ │ ├── 8D5U5571_macbeth.txt
│ │ │ ├── 8D5U5572_macbeth.txt
│ │ │ ├── 8D5U5573_macbeth.txt
│ │ │ ├── 8D5U5574_macbeth.txt
│ │ │ ├── 8D5U5575_macbeth.txt
│ │ │ ├── 8D5U5576_macbeth.txt
│ │ │ ├── 8D5U5577_macbeth.txt
│ │ │ ├── 8D5U5578_macbeth.txt
│ │ │ ├── 8D5U5579_macbeth.txt
│ │ │ ├── 8D5U5580_macbeth.txt
│ │ │ ├── 8D5U5581_macbeth.txt
│ │ │ ├── 8D5U5582_macbeth.txt
│ │ │ ├── 8D5U5583_macbeth.txt
│ │ │ ├── 8D5U5584_macbeth.txt
│ │ │ ├── 8D5U5585_macbeth.txt
│ │ │ ├── 8D5U5586_macbeth.txt
│ │ │ ├── 8D5U5587_macbeth.txt
│ │ │ ├── 8D5U5588_macbeth.txt
│ │ │ ├── 8D5U5589_macbeth.txt
│ │ │ ├── 8D5U5592_macbeth.txt
│ │ │ ├── 8D5U5593_macbeth.txt
│ │ │ ├── 8D5U5594_macbeth.txt
│ │ │ ├── 8D5U5595_macbeth.txt
│ │ │ ├── 8D5U5596_macbeth.txt
│ │ │ ├── 8D5U5597_macbeth.txt
│ │ │ ├── 8D5U5598_macbeth.txt
│ │ │ ├── 8D5U5599_macbeth.txt
│ │ │ ├── 8D5U5600_macbeth.txt
│ │ │ ├── 8D5U5601_macbeth.txt
│ │ │ ├── 8D5U5602_macbeth.txt
│ │ │ ├── 8D5U5603_macbeth.txt
│ │ │ ├── 8D5U5604_macbeth.txt
│ │ │ ├── 8D5U5606_macbeth.txt
│ │ │ ├── 8D5U5607_macbeth.txt
│ │ │ ├── 8D5U5608_macbeth.txt
│ │ │ ├── 8D5U5611_macbeth.txt
│ │ │ ├── 8D5U5612_macbeth.txt
│ │ │ ├── 8D5U5613_macbeth.txt
│ │ │ ├── 8D5U5614_macbeth.txt
│ │ │ ├── 8D5U5615_macbeth.txt
│ │ │ ├── 8D5U5617_macbeth.txt
│ │ │ ├── 8D5U5618_macbeth.txt
│ │ │ ├── 8D5U5619_macbeth.txt
│ │ │ ├── 8D5U5620_macbeth.txt
│ │ │ ├── IMG_0281_macbeth.txt
│ │ │ ├── IMG_0282_macbeth.txt
│ │ │ ├── IMG_0283_macbeth.txt
│ │ │ ├── IMG_0284_macbeth.txt
│ │ │ ├── IMG_0285_macbeth.txt
│ │ │ ├── IMG_0286_macbeth.txt
│ │ │ ├── IMG_0287_macbeth.txt
│ │ │ ├── IMG_0289_macbeth.txt
│ │ │ ├── IMG_0290_macbeth.txt
│ │ │ ├── IMG_0291_macbeth.txt
│ │ │ ├── IMG_0292_macbeth.txt
│ │ │ ├── IMG_0293_macbeth.txt
│ │ │ ├── IMG_0295_macbeth.txt
│ │ │ ├── IMG_0296_macbeth.txt
│ │ │ ├── IMG_0297_macbeth.txt
│ │ │ ├── IMG_0298_macbeth.txt
│ │ │ ├── IMG_0300_macbeth.txt
│ │ │ ├── IMG_0301_macbeth.txt
│ │ │ ├── IMG_0302_macbeth.txt
│ │ │ ├── IMG_0303_macbeth.txt
│ │ │ ├── IMG_0305_macbeth.txt
│ │ │ ├── IMG_0306_macbeth.txt
│ │ │ ├── IMG_0307_macbeth.txt
│ │ │ ├── IMG_0308_macbeth.txt
│ │ │ ├── IMG_0310_macbeth.txt
│ │ │ ├── IMG_0312_macbeth.txt
│ │ │ ├── IMG_0313_macbeth.txt
│ │ │ ├── IMG_0314_macbeth.txt
│ │ │ ├── IMG_0315_macbeth.txt
│ │ │ ├── IMG_0316_macbeth.txt
│ │ │ ├── IMG_0317_macbeth.txt
│ │ │ ├── IMG_0318_macbeth.txt
│ │ │ ├── IMG_0319_macbeth.txt
│ │ │ ├── IMG_0320_macbeth.txt
│ │ │ ├── IMG_0321_macbeth.txt
│ │ │ ├── IMG_0323_macbeth.txt
│ │ │ ├── IMG_0324_macbeth.txt
│ │ │ ├── IMG_0325_macbeth.txt
│ │ │ ├── IMG_0327_macbeth.txt
│ │ │ ├── IMG_0328_macbeth.txt
│ │ │ ├── IMG_0329_macbeth.txt
│ │ │ ├── IMG_0332_macbeth.txt
│ │ │ ├── IMG_0333_macbeth.txt
│ │ │ ├── IMG_0334_macbeth.txt
│ │ │ ├── IMG_0335_macbeth.txt
│ │ │ ├── IMG_0336_macbeth.txt
│ │ │ ├── IMG_0337_macbeth.txt
│ │ │ ├── IMG_0339_macbeth.txt
│ │ │ ├── IMG_0340_macbeth.txt
│ │ │ ├── IMG_0341_macbeth.txt
│ │ │ ├── IMG_0342_macbeth.txt
│ │ │ ├── IMG_0343_macbeth.txt
│ │ │ ├── IMG_0344_macbeth.txt
│ │ │ ├── IMG_0345_macbeth.txt
│ │ │ ├── IMG_0346_macbeth.txt
│ │ │ ├── IMG_0347_macbeth.txt
│ │ │ ├── IMG_0348_macbeth.txt
│ │ │ ├── IMG_0349_macbeth.txt
│ │ │ ├── IMG_0350_macbeth.txt
│ │ │ ├── IMG_0351_macbeth.txt
│ │ │ ├── IMG_0352_macbeth.txt
│ │ │ ├── IMG_0353_macbeth.txt
│ │ │ ├── IMG_0354_macbeth.txt
│ │ │ ├── IMG_0355_macbeth.txt
│ │ │ ├── IMG_0361_macbeth.txt
│ │ │ ├── IMG_0362_macbeth.txt
│ │ │ ├── IMG_0363_macbeth.txt
│ │ │ ├── IMG_0364_macbeth.txt
│ │ │ ├── IMG_0365_macbeth.txt
│ │ │ ├── IMG_0366_macbeth.txt
│ │ │ ├── IMG_0367_macbeth.txt
│ │ │ ├── IMG_0368_macbeth.txt
│ │ │ ├── IMG_0369_macbeth.txt
│ │ │ ├── IMG_0370_macbeth.txt
│ │ │ ├── IMG_0371_macbeth.txt
│ │ │ ├── IMG_0372_macbeth.txt
│ │ │ ├── IMG_0374_macbeth.txt
│ │ │ ├── IMG_0375_macbeth.txt
│ │ │ ├── IMG_0376_macbeth.txt
│ │ │ ├── IMG_0377_macbeth.txt
│ │ │ ├── IMG_0378_macbeth.txt
│ │ │ ├── IMG_0379_macbeth.txt
│ │ │ ├── IMG_0380_macbeth.txt
│ │ │ ├── IMG_0381_macbeth.txt
│ │ │ ├── IMG_0382_macbeth.txt
│ │ │ ├── IMG_0383_macbeth.txt
│ │ │ ├── IMG_0384_macbeth.txt
│ │ │ ├── IMG_0385_macbeth.txt
│ │ │ ├── IMG_0386_macbeth.txt
│ │ │ ├── IMG_0387_macbeth.txt
│ │ │ ├── IMG_0388_macbeth.txt
│ │ │ ├── IMG_0389_macbeth.txt
│ │ │ ├── IMG_0390_macbeth.txt
│ │ │ ├── IMG_0392_macbeth.txt
│ │ │ ├── IMG_0393_macbeth.txt
│ │ │ ├── IMG_0394_macbeth.txt
│ │ │ ├── IMG_0395_macbeth.txt
│ │ │ ├── IMG_0396_macbeth.txt
│ │ │ ├── IMG_0397_macbeth.txt
│ │ │ ├── IMG_0398_macbeth.txt
│ │ │ ├── IMG_0399_macbeth.txt
│ │ │ ├── IMG_0400_macbeth.txt
│ │ │ ├── IMG_0401_macbeth.txt
│ │ │ ├── IMG_0402_macbeth.txt
│ │ │ ├── IMG_0403_macbeth.txt
│ │ │ ├── IMG_0404_macbeth.txt
│ │ │ ├── IMG_0405_macbeth.txt
│ │ │ ├── IMG_0406_macbeth.txt
│ │ │ ├── IMG_0407_macbeth.txt
│ │ │ ├── IMG_0408_macbeth.txt
│ │ │ ├── IMG_0409_macbeth.txt
│ │ │ ├── IMG_0410_macbeth.txt
│ │ │ ├── IMG_0411_macbeth.txt
│ │ │ ├── IMG_0412_macbeth.txt
│ │ │ ├── IMG_0413_macbeth.txt
│ │ │ ├── IMG_0414_macbeth.txt
│ │ │ ├── IMG_0416_macbeth.txt
│ │ │ ├── IMG_0417_macbeth.txt
│ │ │ ├── IMG_0418_macbeth.txt
│ │ │ ├── IMG_0419_macbeth.txt
│ │ │ ├── IMG_0420_macbeth.txt
│ │ │ ├── IMG_0421_macbeth.txt
│ │ │ ├── IMG_0422_macbeth.txt
│ │ │ ├── IMG_0423_macbeth.txt
│ │ │ ├── IMG_0424_macbeth.txt
│ │ │ ├── IMG_0425_macbeth.txt
│ │ │ ├── IMG_0426_macbeth.txt
│ │ │ ├── IMG_0427_macbeth.txt
│ │ │ ├── IMG_0428_macbeth.txt
│ │ │ ├── IMG_0429_macbeth.txt
│ │ │ ├── IMG_0430_macbeth.txt
│ │ │ ├── IMG_0431_macbeth.txt
│ │ │ ├── IMG_0432_macbeth.txt
│ │ │ ├── IMG_0433_macbeth.txt
│ │ │ ├── IMG_0434_macbeth.txt
│ │ │ ├── IMG_0435_macbeth.txt
│ │ │ ├── IMG_0436_macbeth.txt
│ │ │ ├── IMG_0437_macbeth.txt
│ │ │ ├── IMG_0438_macbeth.txt
│ │ │ ├── IMG_0439_macbeth.txt
│ │ │ ├── IMG_0440_macbeth.txt
│ │ │ ├── IMG_0441_macbeth.txt
│ │ │ ├── IMG_0442_macbeth.txt
│ │ │ ├── IMG_0443_macbeth.txt
│ │ │ ├── IMG_0444_macbeth.txt
│ │ │ ├── IMG_0445_macbeth.txt
│ │ │ ├── IMG_0446_macbeth.txt
│ │ │ ├── IMG_0447_macbeth.txt
│ │ │ ├── IMG_0448_macbeth.txt
│ │ │ ├── IMG_0449_macbeth.txt
│ │ │ ├── IMG_0450_macbeth.txt
│ │ │ ├── IMG_0451_macbeth.txt
│ │ │ ├── IMG_0452_macbeth.txt
│ │ │ ├── IMG_0453_macbeth.txt
│ │ │ ├── IMG_0455_macbeth.txt
│ │ │ ├── IMG_0456_macbeth.txt
│ │ │ ├── IMG_0457_macbeth.txt
│ │ │ ├── IMG_0458_macbeth.txt
│ │ │ ├── IMG_0459_macbeth.txt
│ │ │ ├── IMG_0460_macbeth.txt
│ │ │ ├── IMG_0461_macbeth.txt
│ │ │ ├── IMG_0462_macbeth.txt
│ │ │ ├── IMG_0463_macbeth.txt
│ │ │ ├── IMG_0464_macbeth.txt
│ │ │ ├── IMG_0465_macbeth.txt
│ │ │ ├── IMG_0466_macbeth.txt
│ │ │ ├── IMG_0467_macbeth.txt
│ │ │ ├── IMG_0468_macbeth.txt
│ │ │ ├── IMG_0469_macbeth.txt
│ │ │ ├── IMG_0470_macbeth.txt
│ │ │ ├── IMG_0471_macbeth.txt
│ │ │ ├── IMG_0472_macbeth.txt
│ │ │ ├── IMG_0473_macbeth.txt
│ │ │ ├── IMG_0474_macbeth.txt
│ │ │ ├── IMG_0475_macbeth.txt
│ │ │ ├── IMG_0476_macbeth.txt
│ │ │ ├── IMG_0477_macbeth.txt
│ │ │ ├── IMG_0478_macbeth.txt
│ │ │ ├── IMG_0479_macbeth.txt
│ │ │ ├── IMG_0480_macbeth.txt
│ │ │ ├── IMG_0481_macbeth.txt
│ │ │ ├── IMG_0482_macbeth.txt
│ │ │ ├── IMG_0483_macbeth.txt
│ │ │ ├── IMG_0484_macbeth.txt
│ │ │ ├── IMG_0485_macbeth.txt
│ │ │ ├── IMG_0486_macbeth.txt
│ │ │ ├── IMG_0487_macbeth.txt
│ │ │ ├── IMG_0488_macbeth.txt
│ │ │ ├── IMG_0489_macbeth.txt
│ │ │ ├── IMG_0490_macbeth.txt
│ │ │ ├── IMG_0491_macbeth.txt
│ │ │ ├── IMG_0492_macbeth.txt
│ │ │ ├── IMG_0493_macbeth.txt
│ │ │ ├── IMG_0494_macbeth.txt
│ │ │ ├── IMG_0495_macbeth.txt
│ │ │ ├── IMG_0496_macbeth.txt
│ │ │ ├── IMG_0497_macbeth.txt
│ │ │ ├── IMG_0498_macbeth.txt
│ │ │ ├── IMG_0499_macbeth.txt
│ │ │ ├── IMG_0500_macbeth.txt
│ │ │ ├── IMG_0501_macbeth.txt
│ │ │ ├── IMG_0502_macbeth.txt
│ │ │ ├── IMG_0503_macbeth.txt
│ │ │ ├── IMG_0504_macbeth.txt
│ │ │ ├── IMG_0505_macbeth.txt
│ │ │ ├── IMG_0506_macbeth.txt
│ │ │ ├── IMG_0507_macbeth.txt
│ │ │ ├── IMG_0508_macbeth.txt
│ │ │ ├── IMG_0509_macbeth.txt
│ │ │ ├── IMG_0510_macbeth.txt
│ │ │ ├── IMG_0511_macbeth.txt
│ │ │ ├── IMG_0512_macbeth.txt
│ │ │ ├── IMG_0513_macbeth.txt
│ │ │ ├── IMG_0514_macbeth.txt
│ │ │ ├── IMG_0515_macbeth.txt
│ │ │ ├── IMG_0516_macbeth.txt
│ │ │ ├── IMG_0517_macbeth.txt
│ │ │ ├── IMG_0518_macbeth.txt
│ │ │ ├── IMG_0519_macbeth.txt
│ │ │ ├── IMG_0520_macbeth.txt
│ │ │ ├── IMG_0521_macbeth.txt
│ │ │ ├── IMG_0522_macbeth.txt
│ │ │ ├── IMG_0523_macbeth.txt
│ │ │ ├── IMG_0524_macbeth.txt
│ │ │ ├── IMG_0525_macbeth.txt
│ │ │ ├── IMG_0526_macbeth.txt
│ │ │ ├── IMG_0527_macbeth.txt
│ │ │ ├── IMG_0528_macbeth.txt
│ │ │ ├── IMG_0529_macbeth.txt
│ │ │ ├── IMG_0530_macbeth.txt
│ │ │ ├── IMG_0531_macbeth.txt
│ │ │ ├── IMG_0532_macbeth.txt
│ │ │ ├── IMG_0533_macbeth.txt
│ │ │ ├── IMG_0534_macbeth.txt
│ │ │ ├── IMG_0538_macbeth.txt
│ │ │ ├── IMG_0539_macbeth.txt
│ │ │ ├── IMG_0540_macbeth.txt
│ │ │ ├── IMG_0541_macbeth.txt
│ │ │ ├── IMG_0542_macbeth.txt
│ │ │ ├── IMG_0543_macbeth.txt
│ │ │ ├── IMG_0544_macbeth.txt
│ │ │ ├── IMG_0545_macbeth.txt
│ │ │ ├── IMG_0546_macbeth.txt
│ │ │ ├── IMG_0547_macbeth.txt
│ │ │ ├── IMG_0548_macbeth.txt
│ │ │ ├── IMG_0549_macbeth.txt
│ │ │ ├── IMG_0550_macbeth.txt
│ │ │ ├── IMG_0551_macbeth.txt
│ │ │ ├── IMG_0552_macbeth.txt
│ │ │ ├── IMG_0553_macbeth.txt
│ │ │ ├── IMG_0554_macbeth.txt
│ │ │ ├── IMG_0555_macbeth.txt
│ │ │ ├── IMG_0556_macbeth.txt
│ │ │ ├── IMG_0557_macbeth.txt
│ │ │ ├── IMG_0558_macbeth.txt
│ │ │ ├── IMG_0559_macbeth.txt
│ │ │ ├── IMG_0560_macbeth.txt
│ │ │ ├── IMG_0561_macbeth.txt
│ │ │ ├── IMG_0562_macbeth.txt
│ │ │ ├── IMG_0563_macbeth.txt
│ │ │ ├── IMG_0564_macbeth.txt
│ │ │ ├── IMG_0565_macbeth.txt
│ │ │ ├── IMG_0566_macbeth.txt
│ │ │ ├── IMG_0567_macbeth.txt
│ │ │ ├── IMG_0568_macbeth.txt
│ │ │ ├── IMG_0569_macbeth.txt
│ │ │ ├── IMG_0570_macbeth.txt
│ │ │ ├── IMG_0571_macbeth.txt
│ │ │ ├── IMG_0572_macbeth.txt
│ │ │ ├── IMG_0573_macbeth.txt
│ │ │ ├── IMG_0574_macbeth.txt
│ │ │ ├── IMG_0575_macbeth.txt
│ │ │ ├── IMG_0576_macbeth.txt
│ │ │ ├── IMG_0577_macbeth.txt
│ │ │ ├── IMG_0578_macbeth.txt
│ │ │ ├── IMG_0580_macbeth.txt
│ │ │ ├── IMG_0581_macbeth.txt
│ │ │ ├── IMG_0582_macbeth.txt
│ │ │ ├── IMG_0583_macbeth.txt
│ │ │ ├── IMG_0584_macbeth.txt
│ │ │ ├── IMG_0585_macbeth.txt
│ │ │ ├── IMG_0586_macbeth.txt
│ │ │ ├── IMG_0587_macbeth.txt
│ │ │ ├── IMG_0588_macbeth.txt
│ │ │ ├── IMG_0589_macbeth.txt
│ │ │ ├── IMG_0590_macbeth.txt
│ │ │ ├── IMG_0591_macbeth.txt
│ │ │ ├── IMG_0592_macbeth.txt
│ │ │ ├── IMG_0593_macbeth.txt
│ │ │ ├── IMG_0594_macbeth.txt
│ │ │ ├── IMG_0595_macbeth.txt
│ │ │ ├── IMG_0596_macbeth.txt
│ │ │ ├── IMG_0597_macbeth.txt
│ │ │ ├── IMG_0598_macbeth.txt
│ │ │ ├── IMG_0599_macbeth.txt
│ │ │ ├── IMG_0600_macbeth.txt
│ │ │ ├── IMG_0601_macbeth.txt
│ │ │ ├── IMG_0602_macbeth.txt
│ │ │ ├── IMG_0603_macbeth.txt
│ │ │ ├── IMG_0604_macbeth.txt
│ │ │ ├── IMG_0605_macbeth.txt
│ │ │ ├── IMG_0606_macbeth.txt
│ │ │ ├── IMG_0607_macbeth.txt
│ │ │ ├── IMG_0608_macbeth.txt
│ │ │ ├── IMG_0609_macbeth.txt
│ │ │ ├── IMG_0610_macbeth.txt
│ │ │ ├── IMG_0611_macbeth.txt
│ │ │ ├── IMG_0612_macbeth.txt
│ │ │ ├── IMG_0613_macbeth.txt
│ │ │ ├── IMG_0614_macbeth.txt
│ │ │ ├── IMG_0615_macbeth.txt
│ │ │ ├── IMG_0616_macbeth.txt
│ │ │ ├── IMG_0617_macbeth.txt
│ │ │ ├── IMG_0618_macbeth.txt
│ │ │ ├── IMG_0619_macbeth.txt
│ │ │ ├── IMG_0620_macbeth.txt
│ │ │ ├── IMG_0621_macbeth.txt
│ │ │ ├── IMG_0622_macbeth.txt
│ │ │ ├── IMG_0623_macbeth.txt
│ │ │ ├── IMG_0624_macbeth.txt
│ │ │ ├── IMG_0625_macbeth.txt
│ │ │ ├── IMG_0626_macbeth.txt
│ │ │ ├── IMG_0627_macbeth.txt
│ │ │ ├── IMG_0628_macbeth.txt
│ │ │ ├── IMG_0629_macbeth.txt
│ │ │ ├── IMG_0630_macbeth.txt
│ │ │ ├── IMG_0631_macbeth.txt
│ │ │ ├── IMG_0632_macbeth.txt
│ │ │ ├── IMG_0633_macbeth.txt
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│ │ │ ├── IMG_0635_macbeth.txt
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│ │ │ ├── IMG_0675_macbeth.txt
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│ │ │ ├── IMG_0680_macbeth.txt
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│ │ │ ├── IMG_0743_macbeth.txt
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│ │ │ ├── IMG_0745_macbeth.txt
│ │ │ ├── IMG_0746_macbeth.txt
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│ │ │ ├── IMG_0749_macbeth.txt
│ │ │ ├── IMG_0750_macbeth.txt
│ │ │ ├── IMG_0753_macbeth.txt
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│ │ │ ├── IMG_0755_macbeth.txt
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│ │ │ ├── IMG_0757_macbeth.txt
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│ │ │ ├── IMG_0760_macbeth.txt
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│ │ │ ├── IMG_0766_macbeth.txt
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│ │ │ ├── IMG_0768_macbeth.txt
│ │ │ ├── IMG_0769_macbeth.txt
│ │ │ ├── IMG_0770_macbeth.txt
│ │ │ ├── IMG_0771_macbeth.txt
│ │ │ ├── IMG_0772_macbeth.txt
│ │ │ ├── IMG_0773_macbeth.txt
│ │ │ ├── IMG_0774_macbeth.txt
│ │ │ ├── IMG_0775_macbeth.txt
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│ │ │ ├── IMG_0777_macbeth.txt
│ │ │ ├── IMG_0778_macbeth.txt
│ │ │ ├── IMG_0779_macbeth.txt
│ │ │ ├── IMG_0780_macbeth.txt
│ │ │ ├── IMG_0782_macbeth.txt
│ │ │ ├── IMG_0783_macbeth.txt
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│ │ │ ├── IMG_0785_macbeth.txt
│ │ │ ├── IMG_0786_macbeth.txt
│ │ │ ├── IMG_0787_macbeth.txt
│ │ │ ├── IMG_0788_macbeth.txt
│ │ │ ├── IMG_0789_macbeth.txt
│ │ │ ├── IMG_0790_macbeth.txt
│ │ │ ├── IMG_0791_macbeth.txt
│ │ │ ├── IMG_0792_macbeth.txt
│ │ │ ├── IMG_0793_macbeth.txt
│ │ │ ├── IMG_0794_macbeth.txt
│ │ │ ├── IMG_0795_macbeth.txt
│ │ │ ├── IMG_0796_macbeth.txt
│ │ │ ├── IMG_0797_macbeth.txt
│ │ │ ├── IMG_0798_macbeth.txt
│ │ │ ├── IMG_0799_macbeth.txt
│ │ │ ├── IMG_0800_macbeth.txt
│ │ │ ├── IMG_0801_macbeth.txt
│ │ │ ├── IMG_0802_macbeth.txt
│ │ │ ├── IMG_0803_macbeth.txt
│ │ │ ├── IMG_0804_macbeth.txt
│ │ │ ├── IMG_0805_macbeth.txt
│ │ │ ├── IMG_0806_macbeth.txt
│ │ │ ├── IMG_0807_macbeth.txt
│ │ │ ├── IMG_0808_macbeth.txt
│ │ │ ├── IMG_0809_macbeth.txt
│ │ │ ├── IMG_0810_macbeth.txt
│ │ │ ├── IMG_0811_macbeth.txt
│ │ │ ├── IMG_0812_macbeth.txt
│ │ │ ├── IMG_0813_macbeth.txt
│ │ │ ├── IMG_0814_macbeth.txt
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│ │ │ ├── IMG_0816_macbeth.txt
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│ │ │ ├── IMG_0818_macbeth.txt
│ │ │ ├── IMG_0819_macbeth.txt
│ │ │ ├── IMG_0820_macbeth.txt
│ │ │ ├── IMG_0821_macbeth.txt
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│ │ │ ├── IMG_0825_macbeth.txt
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│ │ │ ├── IMG_0828_macbeth.txt
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│ │ │ ├── IMG_0849_macbeth.txt
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│ │ │ ├── IMG_0901_macbeth.txt
│ │ │ ├── IMG_0902_macbeth.txt
│ │ │ └── IMG_0903_macbeth.txt
│ │ ├── folds.mat
│ │ ├── ground_truth.mat
│ │ └── groundtruth_568/
│ │ ├── colourchecker_gamma1_bit12.mat
│ │ ├── description.txt
│ │ └── real_illum_568..mat
│ └── squeeze_net/
│ └── model.pkl
├── data_provider.py
├── datasets.py
├── fc4.py
├── fcn.py
├── show_patches.py
├── squeeze_net.py
├── summary_utils.py
└── utils.py
================================================
FILE CONTENTS
================================================
================================================
FILE: .gitignore
================================================
/data/gehler/images
*.pyc
.idea
cmake-build-debug
models/fc4/*
.DS_Store
tmp
================================================
FILE: LICENSE
================================================
MIT License
Copyright (c) 2017 Yuanming Hu, Baoyuan Wang, Stephen Lin
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
================================================
FILE: README.md
================================================
# FC<sup>4</sup>:<br> Fully Convolutional Color Constancy with Confidence-weighted Pooling (CVPR 2017)
#### [[Paper](http://openaccess.thecvf.com/content_cvpr_2017/papers/Hu_FC4_Fully_Convolutional_CVPR_2017_paper.pdf)]
[Yuanming Hu](http://taichi.graphics/me/)<sup>1,2</sup>, [Baoyuan Wang](https://sites.google.com/site/zjuwby/)<sup>1</sup>, [Stephen Lin](https://www.microsoft.com/en-us/research/people/stevelin/)<sup>1</sup>
<sup>1</sup>Microsoft Research <sup>2</sup>Tsinghua University (now MIT CSAIL)
**Change log:**
- July 19, 2018:
- Improved instructions for (painless) reproducibility.
- See updated FAQ **How to reproduce the numbers reported in the paper?**
- May 22, 2018:
- Added some FAQs.
- April 25, 2018: **Released network definition scripts and training instructions**. TODO:
- Update `config.py` for more datasets and benchmarks.
- Upgrade `python` version. **Please use python 2.7 for now.**
- April 15, 2018: Started preparing for code release.
## The Problem, the Challenge, and Our Solution
<img src="web/images/teaser.jpg" width="500">
## Visual Results ([More](https://github.com/yuanming-hu/public_files/raw/master/fc4-supp.pdf))
<img src="web/images/fig6.jpg">
# FAQ
## **Color Constancy and Datasets**
a) **Links to datasets**
- [Shi's Re-processing of Gehler's Raw Dataset](http://www.cs.sfu.ca/~colour/data/shi_gehler/)
- [NUS-8 Camera Dataset](http://cvil.eecs.yorku.ca/projects/public_html/illuminant/illuminant.html)
**(The following two sub-questions are FAQs before I release the code - now the script will take care of these details and you don't need to worry unless out of curiosity.)**
b) **The input images look purely black. What's happening?**
The input photos from the ColorChecker dataset are 16-bit `png` files and some image viewer may not support them, as `png`s are typically 8-bit.
Also, since these photos are linear (RAW sensor activations) and modern displays have a `2.2` gamma value (instead of linear gamma), they will appear even darker when displayed. An exposure correction is also necessary.
c) **I corrected the gamma. Now most images appear green. Is there anything wrong?**
It's common that RAW images appear green. One possible cause is that the color filters of digital cameras may have a stronger activation on the green channel.
d) **What can be done to improve the datasets?**
- **(More data for deep learning)** The amount of data is relatively small for deep learning.
- **(More data for accurate comparison)** With only 568 images, the test noise is huge. When three-fold cross-validation is used, if a single test image raises its error from 1 degree to 18 degrees (which is common), it will result in ~0.1 degree average angular error increase. Another issue about the small amount of data is that, the gap between validation set and test set can still be very large. As a result, you may find early stopping on the validation set may not result in a pleasant error on the test set.
- **(Validation set)** The (historical) three-fold cross-validation splits do not actually have validation sets. This means people have to tweak hyper-parameters based on the test set. This may not be a serious issue for traditional statistics-based approaches since not many parameters need to be tuned, but the risk of overfitting is becoming higher and higher when the model goes deeper and deeper!
- **(Quality)** In some images, there are actually more than one light sources in the scene. The illumination difference may be as large as 10 degrees. Since we already achieve < 2 degrees of estimation error, further reducing this number may not provide a significant evidence for algorithm comparison.
Finally, [**The Cube dataset**](http://ipg.fer.hr/ipg/resources/color_constancy#) can be useful for future research!
## FC<sup>4</sup> Training and Testing
a) **Installation**
Please use python2 for now. All dependencies can be installed via `pip`:
```
sudo python2 -m pip install opencv-python tensorflow-gpu scipy
```
b) **Data Pre-processing**
[*Shi's Re-processing of Gehler's Raw Dataset*:](http://www.cs.sfu.ca/~colour/data/shi_gehler/)
- Download the 4 zip files from the website
- Extract the `png` images into `fc4/data/gehler/images/`, without creating subfolders.
- `python datasets.py`, and wait for it to finish
- `python show_patches.py` to view **data-augmented** patches. Press any key to see the next patch. You can use this data provider to train your own network.
c) **Model Training**
- First, make sure you have preprocessed the data.
- `python fc4.py train example`, and wait for it to finish. The model will be located at `models/fc4/example/`. `example` here is the model name and you can change it to any other suitable identifier.
- Note that there are three folds and you need to modify Ln 99 of `config.py` to `FOLD = 1` or `FOLD = 2` for other two folds.
d) **Visualize Confidence Maps**
You can look at how the confidence map evolves at the folders `models/fc4/example/testXXXXsummaries_0.500000`.
e) **Pretrained models?**
To get the pretrained models on the ColorChecker dataset, please download [**Pretrained models on the ColorChecker Dataset**](https://github.com/yuanming-hu/fc4/releases/download/pretrained/pretrained_colorchecker.zip), and put the nine files in folder `pretrained`.
f) **How to reproduce the results reported in the paper?**
- Taking the ColorChecker dataset as an example.
- Please train the three-fold models (make sure you modify `FOLD` to be `0`, `1`, `2` in `config.py`) or download the pretrained models.
- (Assuming you are using the pretrained models. Modify the path if not.) Test on the ColorChecker dataset (make sure you have preprocessed it):
```
python2 fc4.py test pretrained/colorchecker_fold1and2.ckpt -1 g0 fold0
python2 fc4.py test pretrained/colorchecker_fold2and0.ckpt -1 g1 fold1
python2 fc4.py test pretrained/colorchecker_fold0and1.ckpt -1 g2 fold2
```
- Combine the three folds:
```
python2 combine.py outputs/fold0_err.pkl outputs/fold1_err.pkl outputs/fold2_err.pkl
```
- You will see the results
```
25: 0.384, med: 1.160 tri: 1.237 avg: 1.634 75: 3.760 95: 4.850
```
- In comparison to what we reported in the paper:
| | Mean | Median | Tri. Mean | Best 25% | Worst 25% | 95% Quant. |
|-----------------------------------|------|--------|-----------|----------|-----------|------------|
| SqueezeNet-FC4 (CVPR 2017 paper) | 1.65 | 1.18 | 1.27 | 0.38 | 3.78 | 4.73 |
| SqueezeNet-FC4 (Open source code) | 1.63 | 1.16 | 1.24 | 0.38 | 3.76 | 4.85 |
You can see we get slightly better results except for `95% Quant.`. The difference should be due to randomness (or different TensorFlow version etc.).
g) **How to make inference on images based on a trained model?**
- Test on other images: (e.g. `sample_inputs/a.png`)
```
python2 fc4.py test pretrained/colorchecker_fold1and2.ckpt -1 sample_inputs/a.png
```
The corrected image will be in the `cc_outputs` folder.
You will see the results in seconds. Legend **(TODO: this legend doesn't match the latest code!)**:
<img src="web/images/legend.jpg" width="900">
h) **What does the `SEPARATE_CONFIDENCE` option mean? When its value is `False`, does it mean confidence-weighted pooling is disabled?**
Firstly, let's clarify a common misunderstanding of the color constancy problem: the output of a color constancy consists of *three* components. Actually, there are only *two* components (degrees-of-freedom). In some paper, the two components are denoted as `u`/`v` or `temperature`/`tint`. When estimating `R/G/B`, there should be a constraint on the values, either `L1` (`R+G+B=1`) or L2 (`R^2+G^2+B^2=1`).
In our paper, we estimate `R/G/B`. Therefore, for each patch, we should either normalize the `R/G/B` output and estimate another confidence value (which is mathematically more explicit), or directly use the `unnormalized` estimation as normalized `R/G/B` times confidence, as mentioned in paper section 4.1. Either way is fine and confidence-weighting is used because one extra degree of freedom (i.e. confidence) is allowed. If you use `SEPARATE_CONFIDENCE=True`, the former is used; otherwise the latter is used.
If you want to disable confidence-weighted pooling, the correct way is setting `WEIGHTED_POOLING=False`.
i) **How to merge test results on three folds?**
`python2 combine.py [fold0_model_name] [fold1_model_name] [fold2_model_name]`
# Bibtex
```
@inproceedings{hu2017fc,
title={FC 4: Fully Convolutional Color Constancy with Confidence-weighted Pooling},
author={Hu, Yuanming and Wang, Baoyuan and Lin, Stephen},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={4085--4094},
year={2017}
}
```
# Related Research Projects and Implementations
- [Exposure](https://github.com/yuanming-hu/exposure) (General-purpose photo postprocessing with GANs and reinforcement learning)
- [FFCC](https://github.com/google/ffcc) (Fast Fourier Color Constancy: an auto white balance solution with machine learning in Fourier space)
- ...
# Color Constancy Resources
- [**Color Constancy** by the Image Processing Group @ FER](http://ipg.fer.hr/ipg/resources/color_constancy#)
**The Cube dataset** may be useful for future research!
- [**Research Website on Illuminant Estimation** by Arjan Gijsenij and Theo Gevers](http://colorconstancy.com/)
- (Let me know if you think something else should be here!)
- (Chinese blog on FC<sup>4</sup> by wy1988) [基于神经网络的颜色恒常性](https://www.cnblogs.com/wangyong/p/9141075.html)
# Acknowledgments
- The SqueezeNet model is taken from [here](https://github.com/DeepScale/SqueezeNet). Thank Yu Gu for his great efforts in converting the `Caffe` models into a `TensorFlow`-readable version!
================================================
FILE: combine.py
================================================
from utils import print_angular_errors
import cPickle as pickle
import sys
import os
from utils import *
def load_errors(model_name):
model_path = 'models/fc4/' + model_name + '/'
if model_name.endswith('.pkl'):
pkl = model_name
else:
# Find the last one
fn = list(sorted(filter(lambda x: x.startswith('error'), os.listdir(model_path))))[-1]
pkl = os.path.join(model_path, fn)
with open(pkl) as f:
return pickle.load(f)
def combine(models):
combined = []
for model in models:
combined += load_errors(model)
return combined
if __name__ == '__main__':
models = sys.argv[1:]
print_angular_errors(combine(models))
================================================
FILE: condition.py
================================================
import threading
import time
class AsyncTaskManager:
def __init__(self, target, args=(), kwargs={}):
self.target = target
self.args = args
self.kwargs = kwargs
self.condition = threading.Condition()
self.result = None
self.thread = threading.Thread(target=self.worker)
self.thread.start()
self.stopped = False
def worker(self):
while True:
self.condition.acquire()
while self.result is not None:
if self.stopped:
self.condition.release()
return
self.condition.notify()
self.condition.wait()
self.condition.notify()
self.condition.release()
result = (self.target(*self.args, **self.kwargs),)
self.condition.acquire()
self.result = result
self.condition.notify()
self.condition.release()
def get_next(self):
self.condition.acquire()
while self.result is None:
self.condition.notify()
self.condition.wait()
result = self.result[0]
self.result = None
self.condition.notify()
self.condition.release()
return result
def stop(self):
while self.thread.is_alive():
self.condition.acquire()
self.stopped = True
self.condition.notify()
self.condition.release()
def task():
print 'begin sleeping...'
time.sleep(1)
print 'end sleeping.'
task.i += 1
print 'returns', task.i
return task.i
task.i = 0
if __name__ == '__main__':
async = AsyncTaskManager(task)
t = time.time()
for i in range(5):
ret = async.get_next()
# ret = task()
print 'got', ret
time.sleep(1)
async.stop()
print time.time() - t
================================================
FILE: config.py
================================================
MODEL_PATH = "models/fc4"
FCN_INPUT_SIZE = 512
##################################
# Data augmentation
##################################
# Use data augmentation?
AUGMENTATION = True
# Rotation angle
AUGMENTATION_ANGLE = 60
# Patch scale
AUGMENTATION_SCALE = [0.1, 1.0]
# Random left-right flip?
AUGMENTATION_FLIP_LEFTRIGHT = True
# Random top-down flip?
AUGMENTATION_FLIP_TOPDOWN = False
# Color rescaling?
AUGMENTATION_COLOR = 0.8
# Cross-channel terms
AUGMENTATION_COLOR_OFFDIAG = 0.0
# Augment Gamma?
AUGMENTATION_GAMMA = 0.0
# Augment using a polynomial curve?
USE_CURVE = False
# Apply different gamma and curve to left/right halves?
SPATIALLY_VARIANT = False
def config_get_input_gamma():
return INPUT_GAMMA
def config_set_input_gamma(value):
global INPUT_GAMMA
INPUT_GAMMA = value
# The gamma used in the AlexNet branch to make patches in sRGB
INPUT_GAMMA = 2.2
# The gamma for visualization
VIS_GAMMA = 2.2
# Shuffle the images, after each epoch?
DATA_SHUFFLE = True
VISUALIZE = 0
SMOOTHNESS_REGULARIZATION = 0
GLOBAL_WEIGHT_DECAY = 5.7e-5
FEED_ALEX = True
FEED_SHALLOW = False
USE_SHORTCUT = False
ALEX_OUTPUT = 5
SHOW_CONV1 = False
DROPOUT = 0.5
TRAINING_BATCH_SIZE = 16
TRAIN_UPSCORE = False
FC1_SIZE = 64
FC1_KERNEL_SIZE = 6
# We only store ckpts that are good...
CKPT_PERIOD = 0
# How often (in epochs) do we test?
TEST_PERIOD = 20
TEST_SAMPLES = 8
PER_PATCH_WEIGHT = 0.0
LENGTH_REGULARIZATION = 0.0
SHALLOW_CHANNELS = [32, 32, 64, 128, 256]
CONV_DEPTH = 5
TRIGGER_STARTING_POINT = 60
VISUALIZATION_SIZE = 512
WRITE_SUMMARY = True
IMAGE_SUMMARY_INT = 10
USE_UV = False
WEIGHTED_POOLING = True
FC_POOLING = False
#Optimizers
ALEX_FINE_TUNE = 0
FORCE_ADAM = 0
OPTIMIZER = 'ADAM'
#OPTIMIZER='SGD'
FINE_TUNE_LR_RATIO = 1e-1
BASE_LEARNING_RATE = 3e-4
LR_DECAY = 1
LR_DECAY_INTERVAL = 100
MOMENTUM = 0.9
RESIZE_TEST = False
#Visualization
MERGED_IMAGE_SIZE = 400
# Data Sets
DATASET_NAME = 'gehler'
SUBSET = 0
FOLD = 0
TRAINING_FOLDS = []
TEST_FOLDS = []
def initialize_dataset_config(dataset_name=None, subset=None, fold=None):
global DATASET_NAME, SUBSET, FOLD
if dataset_name is not None:
DATASET_NAME = dataset_name
SUBSET = subset
FOLD = int(fold)
global TRAINING_FOLDS, TEST_FOLDS
if DATASET_NAME == 'gehler':
T = FOLD
print 'FOLD', FOLD
if T != -1:
TRAINING_FOLDS = ['g%d' % (T), 'g%d' % ((T + 1) % 3)]
TEST_FOLDS = ['g%d' % ((T + 2) % 3)]
else:
TRAINING_FOLDS = []
TEST_FOLDS = ['g0', 'g1', 'g2']
elif DATASET_NAME == 'cheng':
subset = SUBSET
T = FOLD
TRAINING_FOLDS = ['c%s%d' % (subset, T), 'c%s%d' % (subset, (T + 1) % 3)]
TEST_FOLDS = ['c%s%d' % (subset, (T + 2) % 3)]
elif DATASET_NAME == 'multi':
TEST_FOLDS = ['multi']
print(TRAINING_FOLDS)
print(TEST_FOLDS)
return TRAINING_FOLDS, TEST_FOLDS
# Saver
CKPTS_TO_KEEP = 0
EPOCHS = 6000
##########################
# Test
##########################
# Test the images are multiple resolution, and then do a weighted average? (not helping)
MULTIRES_TEST = False
ANGULAR_LOSS = True
SMOOTH_L1 = False
TRAINING_VISUALIZATION = 200
# Up/down scale images for testing? (Keeping the aspect ratio)
TEST_BASE_RES = 0.5
SEPARATE_CONFIDENCE = False
OVERRODE = {}
================================================
FILE: data/gehler/.gitignore
================================================
*.pkl
================================================
FILE: data/gehler/coordinates/8D5U5524_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5525_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5526_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5527_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5528_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5529_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5550_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5551_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5552_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5553_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5554_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5555_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5556_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5557_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5558_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5559_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5560_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5561_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5562_macbeth.txt
================================================
2704 4064
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================================================
FILE: data/gehler/coordinates/8D5U5563_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5564_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5565_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5566_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5567_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5568_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5569_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5570_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5571_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5572_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5573_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5574_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5575_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5576_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5577_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5578_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5579_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5580_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5581_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5582_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5583_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5584_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5585_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5586_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5587_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5588_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5589_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5592_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5593_macbeth.txt
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FILE: data/gehler/coordinates/8D5U5594_macbeth.txt
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================================================
FILE: data/gehler/coordinates/8D5U5595_macbeth.txt
================================================
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================================================
FILE: data/gehler/coordinates/8D5U5596_macbeth.txt
================================================
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FILE: data/gehler/coordinates/8D5U5597_macbeth.txt
================================================
4064 2704
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================================================
FILE: data/gehler/coordinates/8D5U5598_macbeth.txt
================================================
4064 2704
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2974.928877 1598.476204
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FILE: data/gehler/coordinates/8D5U5599_macbeth.txt
================================================
4064 2704
1139.984080 2350.041528
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gitextract_wj_ozd86/ ├── .gitignore ├── LICENSE ├── README.md ├── combine.py ├── condition.py ├── config.py ├── data/ │ ├── gehler/ │ │ ├── .gitignore │ │ ├── coordinates/ │ │ │ ├── 8D5U5524_macbeth.txt │ │ │ ├── 8D5U5525_macbeth.txt │ │ │ ├── 8D5U5526_macbeth.txt │ │ │ ├── 8D5U5527_macbeth.txt │ │ │ ├── 8D5U5528_macbeth.txt │ │ │ ├── 8D5U5529_macbeth.txt │ │ │ ├── 8D5U5530_macbeth.txt │ │ │ ├── 8D5U5531_macbeth.txt │ │ │ ├── 8D5U5532_macbeth.txt │ │ │ ├── 8D5U5533_macbeth.txt │ │ │ ├── 8D5U5534_macbeth.txt │ │ │ ├── 8D5U5535_macbeth.txt │ │ │ ├── 8D5U5536_macbeth.txt │ │ │ ├── 8D5U5537_macbeth.txt │ │ │ ├── 8D5U5538_macbeth.txt │ │ │ ├── 8D5U5539_macbeth.txt │ │ │ ├── 8D5U5540_macbeth.txt │ │ │ ├── 8D5U5541_macbeth.txt │ │ │ ├── 8D5U5543_macbeth.txt │ │ │ ├── 8D5U5544_macbeth.txt │ │ │ ├── 8D5U5545_macbeth.txt │ │ │ ├── 8D5U5547_macbeth.txt │ │ │ ├── 8D5U5548_macbeth.txt │ │ │ ├── 8D5U5549_macbeth.txt │ │ │ ├── 8D5U5550_macbeth.txt │ │ │ ├── 8D5U5551_macbeth.txt │ │ │ ├── 8D5U5552_macbeth.txt │ │ │ ├── 8D5U5553_macbeth.txt │ │ │ ├── 8D5U5554_macbeth.txt │ │ │ ├── 8D5U5555_macbeth.txt │ │ │ ├── 8D5U5556_macbeth.txt │ │ │ ├── 8D5U5557_macbeth.txt │ │ │ ├── 8D5U5558_macbeth.txt │ │ │ ├── 8D5U5559_macbeth.txt │ │ │ ├── 8D5U5560_macbeth.txt │ │ │ ├── 8D5U5561_macbeth.txt │ │ │ ├── 8D5U5562_macbeth.txt │ │ │ ├── 8D5U5563_macbeth.txt │ │ │ ├── 8D5U5564_macbeth.txt │ │ │ ├── 8D5U5565_macbeth.txt │ │ │ ├── 8D5U5566_macbeth.txt │ │ │ ├── 8D5U5567_macbeth.txt │ │ │ ├── 8D5U5568_macbeth.txt │ │ │ ├── 8D5U5569_macbeth.txt │ │ │ ├── 8D5U5570_macbeth.txt │ │ │ ├── 8D5U5571_macbeth.txt │ │ │ ├── 8D5U5572_macbeth.txt │ │ │ ├── 8D5U5573_macbeth.txt │ │ │ ├── 8D5U5574_macbeth.txt │ │ │ ├── 8D5U5575_macbeth.txt │ │ │ ├── 8D5U5576_macbeth.txt │ │ │ ├── 8D5U5577_macbeth.txt │ │ │ ├── 8D5U5578_macbeth.txt │ │ │ ├── 8D5U5579_macbeth.txt │ │ │ ├── 8D5U5580_macbeth.txt │ │ │ ├── 8D5U5581_macbeth.txt │ │ │ ├── 8D5U5582_macbeth.txt │ │ │ ├── 8D5U5583_macbeth.txt │ │ │ ├── 8D5U5584_macbeth.txt │ │ │ ├── 8D5U5585_macbeth.txt │ │ │ ├── 8D5U5586_macbeth.txt │ │ │ ├── 8D5U5587_macbeth.txt │ │ │ ├── 8D5U5588_macbeth.txt │ │ │ ├── 8D5U5589_macbeth.txt │ │ │ ├── 8D5U5592_macbeth.txt │ │ │ ├── 8D5U5593_macbeth.txt │ │ │ ├── 8D5U5594_macbeth.txt │ │ │ ├── 8D5U5595_macbeth.txt │ │ │ ├── 8D5U5596_macbeth.txt │ │ │ ├── 8D5U5597_macbeth.txt │ │ │ ├── 8D5U5598_macbeth.txt │ │ │ ├── 8D5U5599_macbeth.txt │ │ │ ├── 8D5U5600_macbeth.txt │ │ │ ├── 8D5U5601_macbeth.txt │ │ │ ├── 8D5U5602_macbeth.txt │ │ │ ├── 8D5U5603_macbeth.txt │ │ │ ├── 8D5U5604_macbeth.txt │ │ │ ├── 8D5U5606_macbeth.txt │ │ │ ├── 8D5U5607_macbeth.txt │ │ │ ├── 8D5U5608_macbeth.txt │ │ │ ├── 8D5U5611_macbeth.txt │ │ │ ├── 8D5U5612_macbeth.txt │ │ │ ├── 8D5U5613_macbeth.txt │ │ │ ├── 8D5U5614_macbeth.txt │ │ │ ├── 8D5U5615_macbeth.txt │ │ │ ├── 8D5U5617_macbeth.txt │ │ │ ├── 8D5U5618_macbeth.txt │ │ │ ├── 8D5U5619_macbeth.txt │ │ │ ├── 8D5U5620_macbeth.txt │ │ │ ├── IMG_0281_macbeth.txt │ │ │ ├── IMG_0282_macbeth.txt │ │ │ ├── IMG_0283_macbeth.txt │ │ │ ├── IMG_0284_macbeth.txt │ │ │ ├── IMG_0285_macbeth.txt │ │ │ ├── IMG_0286_macbeth.txt │ │ │ ├── IMG_0287_macbeth.txt │ │ │ ├── IMG_0289_macbeth.txt │ │ │ ├── IMG_0290_macbeth.txt │ │ │ ├── IMG_0291_macbeth.txt │ │ │ ├── IMG_0292_macbeth.txt │ │ │ ├── IMG_0293_macbeth.txt │ │ │ ├── IMG_0295_macbeth.txt │ │ │ ├── IMG_0296_macbeth.txt │ │ │ ├── IMG_0297_macbeth.txt │ │ │ ├── IMG_0298_macbeth.txt │ │ │ ├── IMG_0300_macbeth.txt │ │ │ ├── IMG_0301_macbeth.txt │ │ │ ├── IMG_0302_macbeth.txt │ │ │ ├── IMG_0303_macbeth.txt │ │ │ ├── IMG_0305_macbeth.txt │ │ │ ├── IMG_0306_macbeth.txt │ │ │ ├── IMG_0307_macbeth.txt │ │ │ ├── IMG_0308_macbeth.txt │ │ │ ├── IMG_0310_macbeth.txt │ │ │ ├── IMG_0312_macbeth.txt │ │ │ ├── IMG_0313_macbeth.txt │ │ │ ├── IMG_0314_macbeth.txt │ │ │ ├── IMG_0315_macbeth.txt │ │ │ ├── IMG_0316_macbeth.txt │ │ │ ├── IMG_0317_macbeth.txt │ │ │ ├── IMG_0318_macbeth.txt │ │ │ ├── IMG_0319_macbeth.txt │ │ │ ├── IMG_0320_macbeth.txt │ │ │ ├── IMG_0321_macbeth.txt │ │ │ ├── IMG_0323_macbeth.txt │ │ │ ├── IMG_0324_macbeth.txt │ │ │ ├── IMG_0325_macbeth.txt │ │ │ ├── IMG_0327_macbeth.txt │ │ │ ├── IMG_0328_macbeth.txt │ │ │ ├── IMG_0329_macbeth.txt │ │ │ ├── IMG_0332_macbeth.txt │ │ │ ├── IMG_0333_macbeth.txt │ │ │ ├── IMG_0334_macbeth.txt │ │ │ ├── IMG_0335_macbeth.txt │ │ │ ├── IMG_0336_macbeth.txt │ │ │ ├── IMG_0337_macbeth.txt │ │ │ ├── IMG_0339_macbeth.txt │ │ │ ├── IMG_0340_macbeth.txt │ │ │ ├── IMG_0341_macbeth.txt │ │ │ ├── IMG_0342_macbeth.txt │ │ │ ├── IMG_0343_macbeth.txt │ │ │ ├── IMG_0344_macbeth.txt │ │ │ ├── IMG_0345_macbeth.txt │ │ │ ├── IMG_0346_macbeth.txt │ │ │ ├── IMG_0347_macbeth.txt │ │ │ ├── IMG_0348_macbeth.txt │ │ │ ├── IMG_0349_macbeth.txt │ │ │ ├── IMG_0350_macbeth.txt │ │ │ ├── IMG_0351_macbeth.txt │ │ │ ├── IMG_0352_macbeth.txt │ │ │ ├── IMG_0353_macbeth.txt │ │ │ ├── IMG_0354_macbeth.txt │ │ │ ├── IMG_0355_macbeth.txt │ │ │ ├── IMG_0361_macbeth.txt │ │ │ ├── IMG_0362_macbeth.txt │ │ │ ├── IMG_0363_macbeth.txt │ │ │ ├── IMG_0364_macbeth.txt │ │ │ ├── IMG_0365_macbeth.txt │ │ │ ├── IMG_0366_macbeth.txt │ │ │ ├── IMG_0367_macbeth.txt │ │ │ ├── IMG_0368_macbeth.txt │ │ │ ├── IMG_0369_macbeth.txt │ │ │ ├── IMG_0370_macbeth.txt │ │ │ ├── IMG_0371_macbeth.txt │ │ │ ├── IMG_0372_macbeth.txt │ │ │ ├── IMG_0374_macbeth.txt │ │ │ ├── IMG_0375_macbeth.txt │ │ │ ├── IMG_0376_macbeth.txt │ │ │ ├── IMG_0377_macbeth.txt │ │ │ ├── IMG_0378_macbeth.txt │ │ │ ├── IMG_0379_macbeth.txt │ │ │ ├── IMG_0380_macbeth.txt │ │ │ ├── IMG_0381_macbeth.txt │ │ │ ├── IMG_0382_macbeth.txt │ │ │ ├── IMG_0383_macbeth.txt │ │ │ ├── IMG_0384_macbeth.txt │ │ │ ├── IMG_0385_macbeth.txt │ │ │ ├── IMG_0386_macbeth.txt │ │ │ ├── IMG_0387_macbeth.txt │ │ │ ├── IMG_0388_macbeth.txt │ │ │ ├── IMG_0389_macbeth.txt │ │ │ ├── IMG_0390_macbeth.txt │ │ │ ├── IMG_0392_macbeth.txt │ │ │ ├── IMG_0393_macbeth.txt │ │ │ ├── IMG_0394_macbeth.txt │ │ │ ├── IMG_0395_macbeth.txt │ │ │ ├── IMG_0396_macbeth.txt │ │ │ ├── IMG_0397_macbeth.txt │ │ │ ├── IMG_0398_macbeth.txt │ │ │ ├── IMG_0399_macbeth.txt │ │ │ ├── IMG_0400_macbeth.txt │ │ │ ├── IMG_0401_macbeth.txt │ │ │ ├── IMG_0402_macbeth.txt │ │ │ ├── IMG_0403_macbeth.txt │ │ │ ├── IMG_0404_macbeth.txt │ │ │ ├── IMG_0405_macbeth.txt │ │ │ ├── IMG_0406_macbeth.txt │ │ │ ├── IMG_0407_macbeth.txt │ │ │ ├── IMG_0408_macbeth.txt │ │ │ ├── IMG_0409_macbeth.txt │ │ │ ├── IMG_0410_macbeth.txt │ │ │ ├── IMG_0411_macbeth.txt │ │ │ ├── IMG_0412_macbeth.txt │ │ │ ├── IMG_0413_macbeth.txt │ │ │ ├── IMG_0414_macbeth.txt │ │ │ ├── IMG_0416_macbeth.txt │ │ │ ├── IMG_0417_macbeth.txt │ │ │ ├── IMG_0418_macbeth.txt │ │ │ ├── IMG_0419_macbeth.txt │ │ │ ├── IMG_0420_macbeth.txt │ │ │ ├── IMG_0421_macbeth.txt │ │ │ ├── IMG_0422_macbeth.txt │ │ │ ├── IMG_0423_macbeth.txt │ │ │ ├── IMG_0424_macbeth.txt │ │ │ ├── IMG_0425_macbeth.txt │ │ │ ├── IMG_0426_macbeth.txt │ │ │ ├── IMG_0427_macbeth.txt │ │ │ ├── IMG_0428_macbeth.txt │ │ │ ├── IMG_0429_macbeth.txt │ │ │ ├── IMG_0430_macbeth.txt │ │ │ ├── IMG_0431_macbeth.txt │ │ │ ├── IMG_0432_macbeth.txt │ │ │ ├── IMG_0433_macbeth.txt │ │ │ ├── IMG_0434_macbeth.txt │ │ │ ├── IMG_0435_macbeth.txt │ │ │ ├── IMG_0436_macbeth.txt │ │ │ ├── IMG_0437_macbeth.txt │ │ │ ├── IMG_0438_macbeth.txt │ │ │ ├── IMG_0439_macbeth.txt │ │ │ ├── IMG_0440_macbeth.txt │ │ │ ├── IMG_0441_macbeth.txt │ │ │ ├── IMG_0442_macbeth.txt │ │ │ ├── IMG_0443_macbeth.txt │ │ │ ├── IMG_0444_macbeth.txt │ │ │ ├── IMG_0445_macbeth.txt │ │ │ ├── IMG_0446_macbeth.txt │ │ │ ├── IMG_0447_macbeth.txt │ │ │ ├── IMG_0448_macbeth.txt │ │ │ ├── IMG_0449_macbeth.txt │ │ │ ├── IMG_0450_macbeth.txt │ │ │ ├── IMG_0451_macbeth.txt │ │ │ ├── IMG_0452_macbeth.txt │ │ │ ├── IMG_0453_macbeth.txt │ │ │ ├── IMG_0455_macbeth.txt │ │ │ ├── IMG_0456_macbeth.txt │ │ │ ├── IMG_0457_macbeth.txt │ │ │ ├── IMG_0458_macbeth.txt │ │ │ ├── IMG_0459_macbeth.txt │ │ │ ├── IMG_0460_macbeth.txt │ │ │ ├── IMG_0461_macbeth.txt │ │ │ ├── IMG_0462_macbeth.txt │ │ │ ├── IMG_0463_macbeth.txt │ │ │ ├── IMG_0464_macbeth.txt │ │ │ ├── IMG_0465_macbeth.txt │ │ │ ├── IMG_0466_macbeth.txt │ │ │ ├── IMG_0467_macbeth.txt │ │ │ ├── IMG_0468_macbeth.txt │ │ │ ├── IMG_0469_macbeth.txt │ │ │ ├── IMG_0470_macbeth.txt │ │ │ ├── IMG_0471_macbeth.txt │ │ │ ├── IMG_0472_macbeth.txt │ │ │ ├── IMG_0473_macbeth.txt │ │ │ ├── IMG_0474_macbeth.txt │ │ │ ├── IMG_0475_macbeth.txt │ │ │ ├── IMG_0476_macbeth.txt │ │ │ ├── IMG_0477_macbeth.txt │ │ │ ├── IMG_0478_macbeth.txt │ │ │ ├── IMG_0479_macbeth.txt │ │ │ ├── IMG_0480_macbeth.txt │ │ │ ├── IMG_0481_macbeth.txt │ │ │ ├── IMG_0482_macbeth.txt │ │ │ ├── IMG_0483_macbeth.txt │ │ │ ├── IMG_0484_macbeth.txt │ │ │ ├── IMG_0485_macbeth.txt │ │ │ ├── IMG_0486_macbeth.txt │ │ │ ├── IMG_0487_macbeth.txt │ │ │ ├── IMG_0488_macbeth.txt │ │ │ ├── IMG_0489_macbeth.txt │ │ │ ├── IMG_0490_macbeth.txt │ │ │ ├── IMG_0491_macbeth.txt │ │ │ ├── IMG_0492_macbeth.txt │ │ │ ├── IMG_0493_macbeth.txt │ │ │ ├── IMG_0494_macbeth.txt │ │ │ ├── IMG_0495_macbeth.txt │ │ │ ├── IMG_0496_macbeth.txt │ │ │ ├── IMG_0497_macbeth.txt │ │ │ ├── IMG_0498_macbeth.txt │ │ │ ├── IMG_0499_macbeth.txt │ │ │ ├── IMG_0500_macbeth.txt │ │ │ ├── IMG_0501_macbeth.txt │ │ │ ├── IMG_0502_macbeth.txt │ │ │ ├── IMG_0503_macbeth.txt │ │ │ ├── IMG_0504_macbeth.txt │ │ │ ├── IMG_0505_macbeth.txt │ │ │ ├── IMG_0506_macbeth.txt │ │ │ ├── IMG_0507_macbeth.txt │ │ │ ├── IMG_0508_macbeth.txt │ │ │ ├── IMG_0509_macbeth.txt │ │ │ ├── IMG_0510_macbeth.txt │ │ │ ├── IMG_0511_macbeth.txt │ │ │ ├── IMG_0512_macbeth.txt │ │ │ ├── IMG_0513_macbeth.txt │ │ │ ├── IMG_0514_macbeth.txt │ │ │ ├── IMG_0515_macbeth.txt │ │ │ ├── IMG_0516_macbeth.txt │ │ │ ├── IMG_0517_macbeth.txt │ │ │ ├── IMG_0518_macbeth.txt │ │ │ ├── IMG_0519_macbeth.txt │ │ │ ├── IMG_0520_macbeth.txt │ │ │ ├── IMG_0521_macbeth.txt │ │ │ ├── IMG_0522_macbeth.txt │ │ │ ├── IMG_0523_macbeth.txt │ │ │ ├── IMG_0524_macbeth.txt │ │ │ ├── IMG_0525_macbeth.txt │ │ │ ├── IMG_0526_macbeth.txt │ │ │ ├── IMG_0527_macbeth.txt │ │ │ ├── IMG_0528_macbeth.txt │ │ │ ├── IMG_0529_macbeth.txt │ │ │ ├── IMG_0530_macbeth.txt │ │ │ ├── IMG_0531_macbeth.txt │ │ │ ├── IMG_0532_macbeth.txt │ │ │ ├── IMG_0533_macbeth.txt │ │ │ ├── IMG_0534_macbeth.txt │ │ │ ├── IMG_0538_macbeth.txt │ │ │ ├── IMG_0539_macbeth.txt │ │ │ ├── IMG_0540_macbeth.txt │ │ │ ├── IMG_0541_macbeth.txt │ │ │ ├── IMG_0542_macbeth.txt │ │ │ ├── IMG_0543_macbeth.txt │ │ │ ├── IMG_0544_macbeth.txt │ │ │ ├── IMG_0545_macbeth.txt │ │ │ ├── IMG_0546_macbeth.txt │ │ │ ├── IMG_0547_macbeth.txt │ │ │ ├── IMG_0548_macbeth.txt │ │ │ ├── IMG_0549_macbeth.txt │ │ │ ├── IMG_0550_macbeth.txt │ │ │ ├── IMG_0551_macbeth.txt │ │ │ ├── IMG_0552_macbeth.txt │ │ │ ├── IMG_0553_macbeth.txt │ │ │ ├── IMG_0554_macbeth.txt │ │ │ ├── IMG_0555_macbeth.txt │ │ │ ├── IMG_0556_macbeth.txt │ │ │ ├── IMG_0557_macbeth.txt │ │ │ ├── IMG_0558_macbeth.txt │ │ │ ├── IMG_0559_macbeth.txt │ │ │ ├── IMG_0560_macbeth.txt │ │ │ ├── IMG_0561_macbeth.txt │ │ │ ├── IMG_0562_macbeth.txt │ │ │ ├── IMG_0563_macbeth.txt │ │ │ ├── IMG_0564_macbeth.txt │ │ │ ├── IMG_0565_macbeth.txt │ │ │ ├── IMG_0566_macbeth.txt │ │ │ ├── IMG_0567_macbeth.txt │ │ │ ├── IMG_0568_macbeth.txt │ │ │ ├── IMG_0569_macbeth.txt │ │ │ ├── IMG_0570_macbeth.txt │ │ │ ├── IMG_0571_macbeth.txt │ │ │ ├── IMG_0572_macbeth.txt │ │ │ ├── IMG_0573_macbeth.txt │ │ │ ├── IMG_0574_macbeth.txt │ │ │ ├── IMG_0575_macbeth.txt │ │ │ ├── IMG_0576_macbeth.txt │ │ │ ├── IMG_0577_macbeth.txt │ │ │ ├── IMG_0578_macbeth.txt │ │ │ ├── IMG_0580_macbeth.txt │ │ │ ├── IMG_0581_macbeth.txt │ │ │ ├── IMG_0582_macbeth.txt │ │ │ ├── IMG_0583_macbeth.txt │ │ │ ├── IMG_0584_macbeth.txt │ │ │ ├── IMG_0585_macbeth.txt │ │ │ ├── IMG_0586_macbeth.txt │ │ │ ├── IMG_0587_macbeth.txt │ │ │ ├── IMG_0588_macbeth.txt │ │ │ ├── IMG_0589_macbeth.txt │ │ │ ├── IMG_0590_macbeth.txt │ │ │ ├── IMG_0591_macbeth.txt │ │ │ ├── IMG_0592_macbeth.txt │ │ │ ├── IMG_0593_macbeth.txt │ │ │ ├── IMG_0594_macbeth.txt │ │ │ ├── IMG_0595_macbeth.txt │ │ │ ├── IMG_0596_macbeth.txt │ │ │ ├── IMG_0597_macbeth.txt │ │ │ ├── IMG_0598_macbeth.txt │ │ │ ├── IMG_0599_macbeth.txt │ │ │ ├── IMG_0600_macbeth.txt │ │ │ ├── IMG_0601_macbeth.txt │ │ │ ├── IMG_0602_macbeth.txt │ │ │ ├── IMG_0603_macbeth.txt │ │ │ ├── IMG_0604_macbeth.txt │ │ │ ├── IMG_0605_macbeth.txt │ │ │ ├── IMG_0606_macbeth.txt │ │ │ ├── IMG_0607_macbeth.txt │ │ │ ├── IMG_0608_macbeth.txt │ │ │ ├── IMG_0609_macbeth.txt │ │ │ ├── IMG_0610_macbeth.txt │ │ │ ├── IMG_0611_macbeth.txt │ │ │ ├── IMG_0612_macbeth.txt │ │ │ ├── IMG_0613_macbeth.txt │ │ │ ├── IMG_0614_macbeth.txt │ │ │ ├── IMG_0615_macbeth.txt │ │ │ ├── IMG_0616_macbeth.txt │ │ │ ├── IMG_0617_macbeth.txt │ │ │ ├── IMG_0618_macbeth.txt │ │ │ ├── IMG_0619_macbeth.txt │ │ │ ├── IMG_0620_macbeth.txt │ │ │ ├── IMG_0621_macbeth.txt │ │ │ ├── IMG_0622_macbeth.txt │ │ │ ├── IMG_0623_macbeth.txt │ │ │ ├── IMG_0624_macbeth.txt │ │ │ ├── IMG_0625_macbeth.txt │ │ │ ├── IMG_0626_macbeth.txt │ │ │ ├── IMG_0627_macbeth.txt │ │ │ ├── IMG_0628_macbeth.txt │ │ │ ├── IMG_0629_macbeth.txt │ │ │ ├── IMG_0630_macbeth.txt │ │ │ ├── IMG_0631_macbeth.txt │ │ │ ├── IMG_0632_macbeth.txt │ │ │ ├── IMG_0633_macbeth.txt │ │ │ ├── IMG_0634_macbeth.txt │ │ │ ├── IMG_0635_macbeth.txt │ │ │ ├── IMG_0636_macbeth.txt │ │ │ ├── IMG_0637_macbeth.txt │ │ │ ├── IMG_0638_macbeth.txt │ │ │ ├── IMG_0639_macbeth.txt │ │ │ ├── IMG_0661_macbeth.txt │ │ │ ├── IMG_0666_macbeth.txt │ │ │ ├── IMG_0670_macbeth.txt │ │ │ ├── IMG_0671_macbeth.txt │ │ │ ├── IMG_0672_macbeth.txt │ │ │ ├── IMG_0673_macbeth.txt │ │ │ ├── IMG_0674_macbeth.txt │ │ │ ├── IMG_0675_macbeth.txt │ │ │ ├── IMG_0676_macbeth.txt │ │ │ ├── IMG_0677_macbeth.txt │ │ │ ├── IMG_0678_macbeth.txt │ │ │ ├── IMG_0679_macbeth.txt │ │ │ ├── IMG_0680_macbeth.txt │ │ │ ├── IMG_0681_macbeth.txt │ │ │ ├── IMG_0682_macbeth.txt │ │ │ ├── IMG_0683_macbeth.txt │ │ │ ├── IMG_0684_macbeth.txt │ │ │ ├── IMG_0685_macbeth.txt │ │ │ ├── IMG_0686_macbeth.txt │ │ │ ├── IMG_0687_macbeth.txt │ │ │ ├── IMG_0688_macbeth.txt │ │ │ ├── IMG_0743_macbeth.txt │ │ │ ├── IMG_0744_macbeth.txt │ │ │ ├── IMG_0745_macbeth.txt │ │ │ ├── IMG_0746_macbeth.txt │ │ │ ├── IMG_0747_macbeth.txt │ │ │ ├── IMG_0749_macbeth.txt │ │ │ ├── IMG_0750_macbeth.txt │ │ │ ├── IMG_0753_macbeth.txt │ │ │ ├── IMG_0754_macbeth.txt │ │ │ ├── IMG_0755_macbeth.txt │ │ │ ├── IMG_0756_macbeth.txt │ │ │ ├── IMG_0757_macbeth.txt │ │ │ ├── IMG_0758_macbeth.txt │ │ │ ├── IMG_0759_macbeth.txt │ │ │ ├── IMG_0760_macbeth.txt │ │ │ ├── IMG_0761_macbeth.txt │ │ │ ├── IMG_0762_macbeth.txt │ │ │ ├── IMG_0763_macbeth.txt │ │ │ ├── IMG_0765_macbeth.txt │ │ │ ├── IMG_0766_macbeth.txt │ │ │ ├── IMG_0767_macbeth.txt │ │ │ ├── IMG_0768_macbeth.txt │ │ │ ├── IMG_0769_macbeth.txt │ │ │ ├── IMG_0770_macbeth.txt │ │ │ ├── IMG_0771_macbeth.txt │ │ │ ├── IMG_0772_macbeth.txt │ │ │ ├── IMG_0773_macbeth.txt │ │ │ ├── IMG_0774_macbeth.txt │ │ │ ├── IMG_0775_macbeth.txt │ │ │ ├── IMG_0776_macbeth.txt │ │ │ ├── IMG_0777_macbeth.txt │ │ │ ├── IMG_0778_macbeth.txt │ │ │ ├── IMG_0779_macbeth.txt │ │ │ ├── IMG_0780_macbeth.txt │ │ │ ├── IMG_0782_macbeth.txt │ │ │ ├── IMG_0783_macbeth.txt │ │ │ ├── IMG_0784_macbeth.txt │ │ │ ├── IMG_0785_macbeth.txt │ │ │ ├── IMG_0786_macbeth.txt │ │ │ ├── IMG_0787_macbeth.txt │ │ │ ├── IMG_0788_macbeth.txt │ │ │ ├── IMG_0789_macbeth.txt │ │ │ ├── IMG_0790_macbeth.txt │ │ │ ├── IMG_0791_macbeth.txt │ │ │ ├── IMG_0792_macbeth.txt │ │ │ ├── IMG_0793_macbeth.txt │ │ │ ├── IMG_0794_macbeth.txt │ │ │ ├── IMG_0795_macbeth.txt │ │ │ ├── IMG_0796_macbeth.txt │ │ │ ├── IMG_0797_macbeth.txt │ │ │ ├── IMG_0798_macbeth.txt │ │ │ ├── IMG_0799_macbeth.txt │ │ │ ├── IMG_0800_macbeth.txt │ │ │ ├── IMG_0801_macbeth.txt │ │ │ ├── IMG_0802_macbeth.txt │ │ │ ├── IMG_0803_macbeth.txt │ │ │ ├── IMG_0804_macbeth.txt │ │ │ ├── IMG_0805_macbeth.txt │ │ │ ├── IMG_0806_macbeth.txt │ │ │ ├── IMG_0807_macbeth.txt │ │ │ ├── IMG_0808_macbeth.txt │ │ │ ├── IMG_0809_macbeth.txt │ │ │ ├── IMG_0810_macbeth.txt │ │ │ ├── IMG_0811_macbeth.txt │ │ │ ├── IMG_0812_macbeth.txt │ │ │ ├── IMG_0813_macbeth.txt │ │ │ ├── IMG_0814_macbeth.txt │ │ │ ├── IMG_0815_macbeth.txt │ │ │ ├── IMG_0816_macbeth.txt │ │ │ ├── IMG_0817_macbeth.txt │ │ │ ├── IMG_0818_macbeth.txt │ │ │ ├── IMG_0819_macbeth.txt │ │ │ ├── IMG_0820_macbeth.txt │ │ │ ├── IMG_0821_macbeth.txt │ │ │ ├── IMG_0822_macbeth.txt │ │ │ ├── IMG_0823_macbeth.txt │ │ │ ├── IMG_0824_macbeth.txt │ │ │ ├── IMG_0825_macbeth.txt │ │ │ ├── IMG_0826_macbeth.txt │ │ │ ├── IMG_0828_macbeth.txt │ │ │ ├── IMG_0829_macbeth.txt │ │ │ ├── IMG_0830_macbeth.txt │ │ │ ├── IMG_0831_macbeth.txt │ │ │ ├── IMG_0832_macbeth.txt │ │ │ ├── IMG_0833_macbeth.txt │ │ │ ├── IMG_0834_macbeth.txt │ │ │ ├── IMG_0835_macbeth.txt │ │ │ ├── IMG_0836_macbeth.txt │ │ │ ├── IMG_0837_macbeth.txt │ │ │ ├── IMG_0838_macbeth.txt │ │ │ ├── IMG_0839_macbeth.txt │ │ │ ├── IMG_0840_macbeth.txt │ │ │ ├── IMG_0841_macbeth.txt │ │ │ ├── IMG_0842_macbeth.txt │ │ │ ├── IMG_0843_macbeth.txt │ │ │ ├── IMG_0844_macbeth.txt │ │ │ ├── IMG_0845_macbeth.txt │ │ │ ├── IMG_0846_macbeth.txt │ │ │ ├── IMG_0847_macbeth.txt │ │ │ ├── IMG_0849_macbeth.txt │ │ │ ├── IMG_0851_macbeth.txt │ │ │ ├── IMG_0853_macbeth.txt │ │ │ ├── IMG_0854_macbeth.txt │ │ │ ├── IMG_0855_macbeth.txt │ │ │ ├── IMG_0857_macbeth.txt │ │ │ ├── IMG_0858_macbeth.txt │ │ │ ├── IMG_0859_macbeth.txt │ │ │ ├── IMG_0860_macbeth.txt │ │ │ ├── IMG_0861_macbeth.txt │ │ │ ├── IMG_0862_macbeth.txt │ │ │ ├── IMG_0863_macbeth.txt │ │ │ ├── IMG_0864_macbeth.txt │ │ │ ├── IMG_0865_macbeth.txt │ │ │ ├── IMG_0866_macbeth.txt │ │ │ ├── IMG_0867_macbeth.txt │ │ │ ├── IMG_0869_macbeth.txt │ │ │ ├── IMG_0870_macbeth.txt │ │ │ ├── IMG_0872_macbeth.txt │ │ │ ├── IMG_0873_macbeth.txt │ │ │ ├── IMG_0874_macbeth.txt │ │ │ ├── IMG_0875_macbeth.txt │ │ │ ├── IMG_0876_macbeth.txt │ │ │ ├── IMG_0877_macbeth.txt │ │ │ ├── IMG_0878_macbeth.txt │ │ │ ├── IMG_0879_macbeth.txt │ │ │ ├── IMG_0880_macbeth.txt │ │ │ ├── IMG_0881_macbeth.txt │ │ │ ├── IMG_0882_macbeth.txt │ │ │ ├── IMG_0883_macbeth.txt │ │ │ ├── IMG_0884_macbeth.txt │ │ │ ├── IMG_0885_macbeth.txt │ │ │ ├── IMG_0886_macbeth.txt │ │ │ ├── IMG_0887_macbeth.txt │ │ │ ├── IMG_0888_macbeth.txt │ │ │ ├── IMG_0889_macbeth.txt │ │ │ ├── IMG_0890_macbeth.txt │ │ │ ├── IMG_0891_macbeth.txt │ │ │ ├── IMG_0892_macbeth.txt │ │ │ ├── IMG_0893_macbeth.txt │ │ │ ├── IMG_0894_macbeth.txt │ │ │ ├── IMG_0895_macbeth.txt │ │ │ ├── IMG_0896_macbeth.txt │ │ │ ├── IMG_0899_macbeth.txt │ │ │ ├── IMG_0900_macbeth.txt │ │ │ ├── IMG_0901_macbeth.txt │ │ │ ├── IMG_0902_macbeth.txt │ │ │ └── IMG_0903_macbeth.txt │ │ ├── folds.mat │ │ ├── ground_truth.mat │ │ └── groundtruth_568/ │ │ ├── colourchecker_gamma1_bit12.mat │ │ ├── description.txt │ │ └── real_illum_568..mat │ └── squeeze_net/ │ └── model.pkl ├── data_provider.py ├── datasets.py ├── fc4.py ├── fcn.py ├── show_patches.py ├── squeeze_net.py ├── summary_utils.py └── utils.py
SYMBOL INDEX (136 symbols across 11 files)
FILE: combine.py
function load_errors (line 7) | def load_errors(model_name):
function combine (line 18) | def combine(models):
FILE: condition.py
class AsyncTaskManager (line 5) | class AsyncTaskManager:
method __init__ (line 7) | def __init__(self, target, args=(), kwargs={}):
method worker (line 17) | def worker(self):
method get_next (line 36) | def get_next(self):
method stop (line 47) | def stop(self):
function task (line 55) | def task():
FILE: config.py
function config_get_input_gamma (line 31) | def config_get_input_gamma():
function config_set_input_gamma (line 35) | def config_set_input_gamma(value):
function initialize_dataset_config (line 104) | def initialize_dataset_config(dataset_name=None, subset=None, fold=None):
FILE: data_provider.py
function load_data (line 15) | def load_data(folds):
function create_lut (line 33) | def create_lut(f, resolution):
function augment (line 42) | def augment(ldr, illum):
class DataProvider (line 121) | class DataProvider:
method __init__ (line 123) | def __init__(self, is_training, folds):
method preprocess (line 135) | def preprocess(self):
method set_batch_size (line 146) | def set_batch_size(self, batch_size):
method shuffle (line 150) | def shuffle(self):
method get_batch_ (line 160) | def get_batch_(self):
method get_batch (line 188) | def get_batch(self):
method stop (line 193) | def stop(self):
FILE: datasets.py
function get_image_pack_fn (line 17) | def get_image_pack_fn(key):
class ImageRecord (line 30) | class ImageRecord:
method __init__ (line 31) | def __init__(self, dataset, fn, illum, mcc_coord, img, extras=None):
method __repr__ (line 40) | def __repr__(self):
class DataSet (line 45) | class DataSet:
method get_subset_name (line 47) | def get_subset_name(self):
method get_directory (line 50) | def get_directory(self):
method get_img_directory (line 53) | def get_img_directory(self):
method get_meta_data_fn (line 56) | def get_meta_data_fn(self):
method dump_meta_data (line 59) | def dump_meta_data(self, meta_data):
method load_meta_data (line 67) | def load_meta_data(self):
method get_image_pack_fn (line 71) | def get_image_pack_fn(self, fold):
method dump_image_pack (line 75) | def dump_image_pack(self, image_pack, fold):
method load_image_pack (line 79) | def load_image_pack(self, fold):
method regenerate_image_pack (line 83) | def regenerate_image_pack(self, meta_data, fold):
method regenerate_image_packs (line 105) | def regenerate_image_packs(self):
method get_folds (line 112) | def get_folds(self):
class GehlerDataSet (line 116) | class GehlerDataSet(DataSet):
method get_name (line 118) | def get_name(self):
method regenerate_meta_data (line 121) | def regenerate_meta_data(self):
method get_mcc_coord (line 165) | def get_mcc_coord(self, fn):
method load_image (line 181) | def load_image(self, fn):
method load_image_without_mcc (line 192) | def load_image_without_mcc(self, r):
class ChengDataSet (line 201) | class ChengDataSet(DataSet):
method __init__ (line 203) | def __init__(self, camera_id):
method get_subset_name (line 210) | def get_subset_name(self):
method get_name (line 213) | def get_name(self):
method regenerate_meta_data (line 216) | def regenerate_meta_data(self):
method load_image (line 253) | def load_image(self, fn, darkness_level, saturation_level):
method load_image_without_mcc (line 260) | def load_image_without_mcc(self, r):
FILE: fc4.py
function get_average (line 18) | def get_average(image_packs):
function test (line 30) | def test(name, ckpt, image_pack_name=None, output_filename=None):
function test_input_gamma (line 75) | def test_input_gamma(name,
function dump_result (line 97) | def dump_result(name, ckpt, image_pack_name=None):
function dump_errors (line 118) | def dump_errors(name,
function test_multi (line 145) | def test_multi(name, ckpt):
function test_network (line 152) | def test_network(name, ckpt):
function cont (line 159) | def cont(name, preload, key):
function train (line 168) | def train(name, *args):
function show_patches (line 180) | def show_patches():
function dump_gehler (line 193) | def dump_gehler():
function dump_cheng (line 200) | def dump_cheng(start, end):
function override_global (line 210) | def override_global(key, val):
function test_naive (line 226) | def test_naive():
function dump_multi (line 230) | def dump_multi():
FILE: fcn.py
function smooth_l1 (line 38) | def smooth_l1(x):
class FCN (line 42) | class FCN:
method __init__ (line 44) | def __init__(self, sess=None, name=None, kwargs={}):
method build_branches (line 66) | def build_branches(images, dropout):
method build (line 157) | def build(self):
method build_shallow (line 246) | def build_shallow(images):
method duplicate_output_to_log (line 265) | def duplicate_output_to_log(self):
method get_summary_variables (line 268) | def get_summary_variables(self, i, j):
method get_train_step (line 277) | def get_train_step(self, i):
method train (line 285) | def train(self, epochs, backup=True):
method test_network (line 389) | def test_network(self, summary=False, summary_key=0):
method test_multi (line 428) | def test_multi(self, summary=False, summary_key=0):
method test_naive (line 489) | def test_naive():
method inference (line 518) | def inference(self, fn, datapacks=['g0', 'g1', 'g2']):
method test (line 544) | def test(self,
method test_external (line 675) | def test_external(self, images, scale=1.0, fns=None, show=True, write=...
method test_resize (line 743) | def test_resize(self):
method test_patch_based (line 762) | def test_patch_based(self, scale, patches, pooling='median'):
method get_ckpt_folder (line 808) | def get_ckpt_folder(self, name=None):
method backup_scripts (line 813) | def backup_scripts(self):
method try_make_ckpt_folder (line 820) | def try_make_ckpt_folder(self):
method get_filename (line 834) | def get_filename(self, key, name=None):
method save (line 839) | def save(self, key):
method load (line 843) | def load(self, key, name=None):
method load_absolute (line 847) | def load_absolute(self, fn):
method get_angular_loss (line 851) | def get_angular_loss(self, vec1, vec2, length_regularization=0.0):
FILE: show_patches.py
function show_patches (line 9) | def show_patches():
FILE: squeeze_net.py
class SqueezeNet (line 9) | class SqueezeNet(object):
method __init__ (line 11) | def __init__(self, imgs):
method build_model (line 19) | def build_model(self):
method bias_variable (line 98) | def bias_variable(self, shape, name, value=0.1, from_caffe=False):
method weight_variable (line 111) | def weight_variable(self, shape, name=None, init='xavier'):
method relu_layer (line 131) | def relu_layer(self, layer_name, layer_input, b=None):
method pool_layer (line 137) | def pool_layer(self,
method conv_layer (line 156) | def conv_layer(self,
method fire_module (line 164) | def fire_module(self,
method get_features_out (line 228) | def get_features_out(self):
function create_convnet (line 232) | def create_convnet(imgs):
FILE: summary_utils.py
function _activation_summary (line 7) | def _activation_summary(x):
function put_kernels_on_grid (line 32) | def put_kernels_on_grid(kernel, (grid_Y, grid_X), pad=1):
function _get_grid (line 80) | def _get_grid(weights):
function conv_summary (line 86) | def conv_summary(weights, name):
function get_visualization (line 93) | def get_visualization(images, illums_est, illums_pooled, illums_ground,
function get_weighted_variance (line 181) | def get_weighted_variance(image, illums_est):
function get_gram_matrix (line 195) | def get_gram_matrix(illum_est):
function put_text_on_image (line 208) | def put_text_on_image(image, lines):
FILE: utils.py
function set_target_gpu (line 12) | def set_target_gpu(gpus):
function angular_error (line 16) | def angular_error(estimation, ground_truth):
function summary_angular_errors (line 23) | def summary_angular_errors(errors):
function just_print_angular_errors (line 43) | def just_print_angular_errors(results):
function print_angular_errors (line 52) | def print_angular_errors(errors):
class LowestTrigger (line 59) | class LowestTrigger:
method __init__ (line 61) | def __init__(self):
method push (line 64) | def push(self, value):
function rotate_image (line 71) | def rotate_image(image, angle):
function largest_rotated_rect (line 132) | def largest_rotated_rect(w, h, angle):
function crop_around_center (line 165) | def crop_around_center(image, width, height):
function rotate_and_crop (line 188) | def rotate_and_crop(image, angle):
class Tee (line 198) | class Tee(object):
method __init__ (line 200) | def __init__(self, name):
method __del__ (line 207) | def __del__(self):
method write (line 210) | def write(self, data):
method write_to_file (line 216) | def write_to_file(self, data):
function hdr2ldr (line 220) | def hdr2ldr(raw):
function bgr2uvl (line 225) | def bgr2uvl(raw):
function bgr2nrgb (line 238) | def bgr2nrgb(raw):
function get_WB_image (line 243) | def get_WB_image(img, illum):
function slice_list (line 247) | def slice_list(l, fractions):
function get_session (line 257) | def get_session():
Condensed preview — 613 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (1,611K chars).
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"path": ".gitignore",
"chars": 77,
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{
"path": "LICENSE",
"chars": 1095,
"preview": "MIT License\n\nCopyright (c) 2017 Yuanming Hu, Baoyuan Wang, Stephen Lin\n\nPermission is hereby granted, free of charge, to"
},
{
"path": "README.md",
"chars": 9888,
"preview": "# FC<sup>4</sup>:<br> Fully Convolutional Color Constancy with Confidence-weighted Pooling (CVPR 2017)\n#### [[Paper](htt"
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]
// ... and 413 more files (download for full content)
About this extraction
This page contains the full source code of the yuanming-hu/fc4 GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 613 files (1.4 MB), approximately 747.5k tokens, and a symbol index with 136 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.