FCT icon indicating copy to clipboard operation
FCT copied to clipboard

What is the difference between coco_2014_train_nonvoc_with_small train dataset in single_branch_pretraining_coco_pvt_v2_b2_li.yaml and coco_2014_train_nonvoc train dataset in two_branch_training_coco_pvt_v2_b2_li.yaml? Unfortunately, I did not find how to generate the coco_2014_train_nonvoc_with_small train dataset.

Open lailanqing opened this issue 2 years ago • 2 comments

1680616147612 1680616165058

lailanqing avatar Apr 04 '23 13:04 lailanqing

Thanks for pointing out this issue, and we have uploaded the python file 1_split_filter_with_small.py.

The with_small suffix denotes the dataset include the small scale objects (bbox_area < 32 * 32). We find that small objects are useful to train the single branch models with FPN, but they does not work well with our two-branch models. How to improve small object detection for two-branch models is an interesting future work.

GuangxingHan avatar Apr 05 '23 04:04 GuangxingHan

Oops! This is indeed a noteworthy point.

lailanqing avatar Apr 05 '23 11:04 lailanqing