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lelimite4444 avatar lelimite4444 commented on July 1, 2024

Hi.
Sorry for confusing, because I lost my model weights which corresponds to the results on my paper when I was preparing the code.
I trained it again, so thereโ€™s slightly difference. The version a/b/c correspond to full-1,2,3 exactly.

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zmlshiwo avatar zmlshiwo commented on July 1, 2024

Hi, @lelimite4444
Last time, I tried to reproduce the results of full-2. First, I trained the monodepth without 2warp loss about 40 epochs. Then, I used this model as pre-trianed model and further trained this pre-trianed model with 2warp loss about 80epochs. I obtain the following results.
abs_rel, sq_rel, rms, log_rms, d1_all, a1, a2, a3
0.0660, 0.8078, 4.240, 0.152, 8.901, 0.944, 0.978, 0.989
These results are slightly worse than your results in paper. Did I ignore any details?
In stage of two, we only load the pre-trianed model as initialization, and the learning rate is similar to the stage one.
In addition, I saw your pre-trained model using PWC-Net, which was trained with 40epochs. Does it mean the PWC-Net is first trained with 40 epochs (no 2warp) as initialization and then further trained 40 epochs with 2warp?

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wanghao14 avatar wanghao14 commented on July 1, 2024

@horizon0408 @zmlshiwo Hi, may I ask you a question? Because I emailed the author and he didn't reply. When the author make the occlusion estimation for optical flow in the #128 of utils/utils.py, which corresponds to the formula (6) in the paper, the value of mag_sq is not consistent with the formula. Is there any typo here, or he did it for the convenience of calculation?

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emmeduz avatar emmeduz commented on July 1, 2024

Hi!
I noticed that the pretrained model in the drive folder is not available anymore. Can someone share it again?

Thanks!

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