Thanks for your wonderful work! I download your code and test it und

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Some Results and Questions about hd3 HOT 1 CLOSED

ucbdrive commented on August 25, 2024

Some Results and Questions

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yzcjtr commented on August 25, 2024

Hi @Yannnnnnnnnnnn, thanks for your interest.

Which model did you use to get these results? Have you tried using the model only trained on the synthetic datasets or finetuned only on Sintel? The model finetuned on KITTI would show some artifacts in the upper part as shown in your result.
What is the resolution of your input image pair? The result can be sensitive towards different max displacements. Keeping the resolution similar to the dataset the network has been trained on can help. Or you can try multi-scale test and see if the results are distinctively different.
As for the comparison with PWCNet, the provided model is trained on a mixture of different datasets (to participate in a challenge I remember), making their model more generalizable. I haven't had time for that. Welcome to share your model if you are interested in that.
Further improvement: please refer to this paper: https://arxiv.org/abs/1912.10739. They achieve state-of-the-art results based on our HD3 framework.

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