open-mmlab / cocoapi

COCO API - Dataset @ http://cocodataset.org/
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LRP Error on COCOapi #22

Open kemaloksuz opened 3 years ago

kemaloksuz commented 3 years ago

This is the implementation of LRP Error on open-mmlab COCOapi. In the output file, in addition to the standard AP-based values, you will see LRP Error, components and class-wise optimal thresholds. An example output is as follows:

retinanet_r50_fpn_1x_coco png

LRP Error was first published in ECCV 2018, only for object detection:

https://openaccess.thecvf.com/content_ECCV_2018/papers/Kemal_Oksuz_Localization_Recall_Precision_ECCV_2018_paper.pdf

Then, it is extended to cover all detection tasks including the ones evaluated by this api (i.e. object detection, instance segmentation and keypoint detection):

https://arxiv.org/abs/2011.10772