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SotA/Computer Vision/Video/THUMOS’14

Video on THUMOS’14

Metric: mAP IOU@0.2 (higher is better)

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#Model↕mAP IOU@0.2▼Extra DataPaperDate↕Code
1TSP72.29NoTSP: Temporally-Sensitive Pretraining of Video E...2020-11-23Code
2GCM70.9NoGraph Convolutional Module for Temporal Action L...2021-12-01-
3AGT (Ours)69.8NoActivity Graph Transformer for Temporal Action L...2021-01-21-
4P-GCN67.8NoGraph Convolutional Networks for Temporal Action...2019-09-07Code
5ASM-Loc65.5NoASM-Loc: Action-aware Segment Modeling for Weakl...2022-03-29Code
6CO2-Net63.6NoCross-modal Consensus Network for Weakly Supervi...2021-07-27Code
7TAL-Net57.1NoRethinking the Faster R-CNN Architecture for Tem...2018-04-20-
8CBR-TS56.7NoCascaded Boundary Regression for Temporal Action...2017-05-02-
9A2CL-PT56.1NoAdversarial Background-Aware Loss for Weakly-sup...2020-07-13Code
10R-C3D51.5NoR-C3D: Region Convolutional 3D Network for Tempo...2017-03-22Code
11TURN-FL-16 + S-CNN50.9NoTURN TAP: Temporal Unit Regression Network for T...2017-03-17Code
12Yeung et al.44NoEnd-to-end Learning of Action Detection from Fra...2015-11-22Code
13S-CNN43.5NoTemporal Action Localization in Untrimmed Videos...2016-01-09Code