Research map / Video / Action recognition
Temporal Action Proposal Generation with Background Constraint
Read the paperCheck 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 Background Constraint to BMN* (ablation) | BMN* · THUMOS14 test | mAP@0.5: 45.1 -> 47.6 | Helped |
| Add Background Constraint to GTAD* (ablation) | GTAD* · THUMOS14 test | mAP@0.5: 43.5 -> 45.7 | Helped |
| Add frame-level interaction to clip-level ABI (ablation) | BCNet · THUMOS14 test | mAP@0.3: 62.9 -> 66.5 | Helped |
| Add self-attention to ABI (ablation) | BCNet · THUMOS14 test | mAP@0.5: 46.7 -> 51.2 | Helped |
| Add difference-attention to ABI (ablation) | BCNet with self-attention · THUMOS14 test | mAP@0.3: 63.2 -> 66.5 | Helped |
| Combine BCNet with MUSES post-processing | BCNet · THUMOS14 test, I3D | mAP@0.5: 56.9 -> 60.0 | Helped |
Closest papers by meaning
- BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation (AAAI 2021 · similarity 0.89)
- Temporal Context Aggregation Network for Temporal Action Proposal Refinement (CVPR 2021 · similarity 0.89)
- Realigning Confidence with Temporal Saliency Information for Point-Level Weakly-Supervised Temporal Action Localization (CVPR 2024 · similarity 0.88)
- HyrCap: Hybrid Rank-Calibration of Action Proposals for Temporal Event Understanding (NeurIPS 2026 · similarity 0.88)
- Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-Feature (AAAI 2024 · similarity 0.87)
- VideoGEM: Training-free Action Grounding in Videos (CVPR 2025 · similarity 0.86)
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.