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The official PyTorch code implementation of "Personalized Trajectory Prediction via Distribution Discrimination" in ICCV 2021.
Hi @CHENGY12
Thank you for your great work. I was able to set up and run code quite quickly!
While reproducing results with your evaluation code using pre-processed dataset pickle file from Trajectron++, I noticed that the results were somewhat different.
I tried to analyze the cause of this, and I found that data_utils.py
in your code is based on the eccv2020
branch of trajectron++. In that branch, there was a critical issue in data pre-processing that future two GT coordinates were additionally used while calculating the acceleration of the last observation points. Many issues have been raised in Trajectron++ regarding this problem (issues #26,#40 and #53).
Fortunately, this issue was solved in the Trajectron++ code. Below are my PCMD results after fixing it and re-training the DisDis model:
DisDis | ETH | HOTEL | ZARA1 | ZARA2 | UNIV | AVG |
---|---|---|---|---|---|---|
PCMD_ADE | 1.02/0.85/0.61 | 0.42/0.25/0.15 | 0.43/0.31/0.19 | 0.34/0.25/0.15 | 0.54/0.40/0.26 | 0.55/0.41/0.27 |
PCMD_FDE | 2.13/1.72/1.16 | 0.80/0.46/0.23 | 0.96/0.64/0.35 | 0.77/0.55/0.29 | 1.20/0.86/0.51 | 1.17/0.85/0.51 |
Note that DisDis still performs much better than other comparable models (including reproduced Trajectron++). Also, I did not edit the config file, so there is room for better results when modifying the hyper-parameters.
As your paper compared the DisDis with other SOTA models which use Social-GAN data-loader (Social-GAN, STGAT, Social-STGCNN), I think the authors should fix this issue and update the numbers in the arXiv paper for a fair comparison.
Thank you.
Are you planning to show the model & training code?
Hi,
Thanks for your good job. I want to ask how to plot the trajectories in scenes in your paper fig5 and how to find which frame corresponds to the scene at this time.?
I am very confused about the visualization about fig5. Can you tell me how to draw this kind of picture? Hope you can help me solve the questions.
Best,
Jincan
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