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Comments (3)

faziii0 avatar faziii0 commented on August 16, 2024

@sgrrlll have you sloved this problem

from casa.

hailanyi avatar hailanyi commented on August 16, 2024

The score threshold used to submit to test set is different from validation set, as the KITTI metric is much more sensitive to object recall. Please use a lower score threshold as follows and train your detector on all training data to attain a good performance.

    POST_PROCESSING:
        RECALL_THRESH_LIST: [0.3, 0.5, 0.7]
        SCORE_THRESH: 0.3 #  using 0.1 if your results are still not good 
        OUTPUT_RAW_SCORE: False

from casa.

GP-Bone avatar GP-Bone commented on August 16, 2024

The score threshold used to submit to test set is different from validation set, as the KITTI metric is much more sensitive to object recall. Please use a lower score threshold as follows and train your detector on all training data to attain a good performance.

    POST_PROCESSING:
        RECALL_THRESH_LIST: [0.3, 0.5, 0.7]
        SCORE_THRESH: 0.3 #  using 0.1 if your results are still not good 
        OUTPUT_RAW_SCORE: False

Thanks for your suggestion. I have some doubts, when I use train+val to train the model, how do I pick the best model?
Or if I use 80% of the data and the checkpoint with the highest mAP doesn't work well in the test set, should I choose based on the maximum of the recall or judge from the PR curve. Looking forward to your reply.

image

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