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SotA/Computer Vision/Video/ActivityNet-1.3

Video on ActivityNet-1.3

Metric: mAP IOU@0.75 (higher is better)

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#Model↕mAP IOU@0.75▼Extra DataPaperDate↕Code
1RDFA-S6 (InternVideo2-6B)44NoEnhancing Temporal Action Localization: Advanced...2024-07-18Code
2ActionMamba (InternVideo2-6B)43.49NoVideo Mamba Suite: State Space Model as a Versat...2024-03-14Code
3AdaTAD (VideoMAEv2-giant)43.35NoEnd-to-End Temporal Action Detection with 1B Par...2023-11-28Code
4TCANet (SlowFast R101)39.13NoTemporal Context Aggregation Network for Tempora...2021-03-24Code
5TriDet (TSP features)38NoTriDet: Temporal Action Detection with Relative ...2023-03-13Code
6ActionFormer (TSP feautures)37.8NoActionFormer: Localizing Moments of Actions with...2022-02-16Code
7AVFusion37.66NoHear Me Out: Fusional Approaches for Audio Augme...2021-06-27Code
8TadTR (TSP features)37.52NoEnd-to-end Temporal Action Detection with Transf...2021-06-18Code
9TSP37.12NoTSP: Temporally-Sensitive Pretraining of Video E...2020-11-23Code
10VSGN (TSP features)36.76NoVideo Self-Stitching Graph Network for Temporal ...2020-11-30Code
11HCN(I3D features)36.1No---
12E2E-TAD (SlowFast R50+TadTR)35.99NoAn Empirical Study of End-to-End Temporal Action...2022-04-06Code
13DCAN (TSN features)35.98NoDCAN: Improving Temporal Action Detection via Du...2021-12-07Code
14LoFi+G-TAD35.86No---
15BSN++35.7NoBSN++: Complementary Boundary Regressor with Sca...2020-09-15Code
16G-TAD+BSP35.61NoBoundary-sensitive Pre-training for Temporal Loc...2020-11-21Code
17SSTAP@100%+35.28NoSelf-Supervised Learning for Semi-Supervised Tem...2021-04-07Code
18GCM35.17NoGraph Convolutional Module for Temporal Action L...2021-12-01-
19BMN34.78NoBMN: Boundary-Matching Network for Temporal Acti...2019-07-23Code
20BC-GNN34.75NoBoundary Content Graph Neural Network for Tempor...2020-08-04-
21G-TAD34.6NoG-TAD: Sub-Graph Localization for Temporal Actio...2019-11-26Code
22P-GCN33.16NoGraph Convolutional Networks for Temporal Action...2019-09-07Code
23BSN29.96NoBSN: Boundary Sensitive Network for Temporal Act...2018-06-08Code
24ASM-Loc24.9NoASM-Loc: Action-aware Segment Modeling for Weakl...2022-03-29Code