Research map / Detection and segmentation / Weakly supervised detection and segmentation
GradingNet: Towards Providing Reliable Supervisions for Weakly Supervised Object Detection by Grading the Box Candidates
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add GradingNet to C-MIL | C-MIL · PASCAL VOC 2007 test | mAP: 50.5 -> 54.3 | Helped |
| Add GradingNet to C-MIL | C-MIL · COCO 2014 validation | AP | Helped |
| Use BGM rather than TS as the proposal-selection neck (ablation) | OICR with Fast R-CNN body on COCO 2014 · COCO 2014 validation | AP: 7.5 -> 8.3 | Helped |
| Use BGM rather than PGE as the proposal-selection neck (ablation) | OICR with Fast R-CNN body on COCO 2014 · COCO 2014 validation | AP: 7.7 -> 8.3 | Helped |
| Use BGM rather than the original weakly supervised method alone (ablation) | OICR on COCO 2014 · COCO 2014 validation | AP: +0.6% AP | Helped |
| Use BGM rather than the original weakly supervised method alone (ablation) | PCL on COCO 2014 · COCO 2014 validation | AP: +0.9% AP | Helped |
| Replace Fast R-CNN with IBM as the detector body (ablation) | GradingNet on COCO 2014 · COCO 2014 validation | AP | Helped |
| Use predicted anchoring and area-balanced sampling (ablation) | IBM proposal generation on PASCAL VOC 2007 · PASCAL VOC 2007 test | proposal recall | Helped |
Closest papers by meaning
- UWSOD: Toward Fully-Supervised-Level Capacity Weakly Supervised Object Detection (NeurIPS 2020 · similarity 0.90)
- Salvage of Supervision in Weakly Supervised Object Detection (CVPR 2022 · similarity 0.89)
- W2F: A Weakly-Supervised to Fully-Supervised Framework for Object Detection (CVPR 2018 · similarity 0.89)
- Object Instance Mining for Weakly Supervised Object Detection (AAAI 2020 · similarity 0.88)
- Weakly Supervised Few-Shot Object Detection with DETR (AAAI 2024 · similarity 0.87)
- Weakly Supervised Open-Vocabulary Object Detection (AAAI 2024 · similarity 0.86)
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