Research map / Video / Action recognition
Weakly Supervised Action Selection Learning in Video
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add class-agnostic actionness to class activation for instance selection (ablation) | ASL · THUMOS-14 | mAP: 24.0 -> 32.2; over 36% relative improvement | Helped |
| Add class activation information to actionness-only localization (ablation) | ASL · THUMOS-14 | mAP: 30.4 -> 32.2; 6% | Helped |
| Replace binary cross entropy with the noise-tolerant generalized cross entropy loss (ablation) | ASL actionness network · THUMOS-14 | mAP: 31.6 -> 32.2 | Helped |
| Use ASL instead of DGAM | weakly supervised temporal localization · THUMOS-14 | mAP: 29.2 -> 32.2; 10.3% relative gain | Helped |
| Use ASL instead of DGAM | weakly supervised temporal localization · ActivityNet-1.2 | mAP: 24.4 -> 25.8; 5.7% relative gain | Helped |
Closest papers by meaning
- PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization (CVPR 2023 · similarity 0.90)
- Weakly-supervised Temporal Action Localization by Uncertainty Modeling (AAAI 2021 · similarity 0.90)
- Actionness Inconsistency-Guided Contrastive Learning for Weakly-Supervised Temporal Action Localization (AAAI 2023 · similarity 0.89)
- ASM-Loc: Action-Aware Segment Modeling for Weakly-Supervised Temporal Action Localization (CVPR 2022 · similarity 0.89)
- Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-Feature (AAAI 2024 · similarity 0.88)
- Realigning Confidence with Temporal Saliency Information for Point-Level Weakly-Supervised Temporal Action Localization (CVPR 2024 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.