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Uncertainty Guided Collaborative Training for Weakly Supervised Temporal Action Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply UGCT | STPN · THUMOS14 test | Average mAP (0.1:0.5): 43.2 -> 52.2 | Helped |
| Apply UGCT | WSAL-BM · THUMOS14 test | Average mAP (0.1:0.5): 49.4 -> 54.0 | Helped |
| Apply UGCT | TSCN · THUMOS14 test | Average mAP (0.1:0.5): 49.0 -> 52.7 | Helped |
| Apply UGCT | STPN · ActivityNet1.2 validation | Average mAP: 23.2 -> 25.8 | Helped |
| Apply UGCT | WSAL-BM · ActivityNet1.2 validation | Average mAP: 22.6 -> 24.7 | Helped |
| Apply UGCT | TSCN · ActivityNet1.2 validation | Average mAP: 16.9 -> 24.3 | Helped |
| Apply UGCT | STPN · ActivityNet1.3 validation | Average mAP: 22.7 -> 23.8 | Helped |
| Apply UGCT | WSAL-BM · ActivityNet1.3 validation | Average mAP: 20.6 -> 23.0 | Helped |
| Apply UGCT | TSCN · ActivityNet1.3 validation | Average mAP: 15.4 -> 22.8 | Helped |
| Add uncertainty guidance to collaborative training (ablation) | STPN · THUMOS14 test | mAP@IoU=0.5: 31.4 -> 32.4 | Helped |
| Add uncertainty guidance to collaborative training (ablation) | WSAL-BM · THUMOS14 test | mAP@IoU=0.5: 34.4 -> 35.9 | Helped |
| Add uncertainty guidance to collaborative training (ablation) | TSCN · THUMOS14 test | mAP@IoU=0.5: 32.2 -> 33.3 | Helped |
Closest papers by meaning
- Weakly-supervised Temporal Action Localization by Uncertainty Modeling (AAAI 2021 · similarity 0.91)
- Rethinking Pseudo-Label Guided Learning for Weakly Supervised Temporal Action Localization from the Perspective of Noise Correction (AAAI 2025 · similarity 0.89)
- Improving Weakly Supervised Temporal Action Localization by Bridging Train-Test Gap in Pseudo Labels (CVPR 2023 · similarity 0.88)
- Distilling Vision-Language Pre-Training To Collaborate With Weakly-Supervised Temporal Action Localization (CVPR 2023 · similarity 0.88)
- Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer (CVPR 2025 · similarity 0.88)
- Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-Feature (AAAI 2024 · similarity 0.86)
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