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gc_net_stereo's Introduction

gc_net_stereo is the implementation according to paper: End-to-End Learning of Geometry and Context for Deep Stereo Regression which can be found in https://arxiv.org/abs/1703.04309

  1. how to run:

    CUDA_VISIBLE_DEVICES=n python main.py --gpu n --phase train --max_steps 50000 --learning_rate 0.00005 --output_dir /home/users/shixin.li/segment/gc-net/log/0508 --pretrain true

    n为指定的gpu号,不是微调阶段的话置pretrain为false

  2. 跑数据集之前生成一个image list,里面存的是图片的地址,也可以存成绝对的.例子见本文件夹下的train.lst,生成代码是gen_image_list.py

  3. 因为Scene Flow数据集用的groundtruth是.pfm格式,所以用readPFM.py来读取.

  4. 现在这个程序跑的是Scene Flow数据集,之前输入用灰度图,现在用的是RGB的图,收敛效果都不是很好.最新的跑了2w+次的checkpoint在0518文件夹下.

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