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Contradiction between paper results and evaluation results for KITTI

Open Shubhendu-Jena opened this issue 5 years ago • 4 comments

Hi,

For KITTI evaluation, you've stated: "Note that the model used for evaluation is in model_concat_upsa_eval_kitti.py instead of the model used for training. The average 3D EPE result is approximately 0.175m, better than what was reported in the paper". However, this is true only for the dataset with ground points. However, your preprocessed dataset here is without ground points, for which the EPE mentioned in the paper is 0.122, much lower (better) than the EPE you're getting with the KITTI evaluation script. Please help me resolve this discrepancy. Is it that the dataset is with ground points or is there an issue with the KITTI evaluation script?

Best Regards

Shubhendu-Jena avatar Jan 20 '20 17:01 Shubhendu-Jena

Hi Jena,

did you manage to reproduce the results from on the KITTI dataset?

Zan

zgojcic avatar Jan 31 '20 20:01 zgojcic

Nope. Still stuck where I was, unfortunately.

Shubhendu-Jena avatar Feb 01 '20 11:02 Shubhendu-Jena

I have tried retraining the whole model on flying things and I can get 0.196m on KITTI with the removed ground which is approximately the same as with the pretrained model that is provided

zgojcic avatar Feb 02 '20 00:02 zgojcic

I see. Thanks for letting me know. I get 0.17m on KITTI with removed grounds. However, according to the paper, EPE is 0.211 with ground points and 0.122 without ground points. So basically since both of us evaluated without ground points, both of our results are worse than mentioned in the paper. Or am I missing something?

Shubhendu-Jena avatar Feb 03 '20 16:02 Shubhendu-Jena