Action Localization on THUMOS’14

Metric: Avg mAP (0.3:0.7) (higher is better)

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#	Model↕	Avg mAP (0.3:0.7)▼	Extra Data	Paper	Date↕	Code
1	AdaTAD (VideoMAEv2-giant)	76.9	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
2	RDFA-S6 (InternVideo2-6B)	74.2	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
3	ActionMamba(InternVideo2-6B)	72.72	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
4	InternVideo2-6B	72	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
5	ActionFormer (InternVideo features)	71.58	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
6	TriDet (VideoMAE v2-g feature)	70.1	Yes	Temporal Action Localization with Enhanced Insta...	2023-09-11	Code
7	InternVideo2-1B	69.8	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
8	ActionFormer (VideoMAE V2-g features)	69.6	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
9	TriDet (I3D features)	69.3	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
10	ASL(I3D features)	67.9	No	Action Sensitivity Learning for Temporal Action ...	2023-05-25	-
11	TemporalMaxer (I3D features)	67.7	No	TemporalMaxer: Maximize Temporal Context with on...	2023-03-16	Code
12	DualDETR (I3D features)	66.8	No	Dual DETRs for Multi-Label Temporal Action Detec...	2024-03-31	-
13	ActionFormer (I3D features)	66.8	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
14	TadML(two-stream)	59.7	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
15	BasicTAD (160,6,192,R50-SlowOnly)	59.6	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
16	TadTR	56.7	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
17	ReAct (TSN features)	55	No	ReAct: Temporal Action Detection with Relational...	2022-07-14	Code
18	BasicTAD (112,3,96,R50-SlowOnly)	54.9	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
19	E2E-TAD (SlowFast R50+TadTR)	54.2	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
20	TadML(rgb-only)	53.46	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
21	MUSES	53.4	No	Multi-shot Temporal Event Localization: a Benchm...	2020-12-17	Code
22	AVFusion	53.3	Yes	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
23	TAGS (I3D)	52.8	No	Proposal-Free Temporal Action Detection via Glob...	2022-07-14	Code
24	DCAN (TSN features)	52.3	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
25	TSP	50.46	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
26	VSGN	50.2	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
27	DaoTAD	50	No	RGB Stream Is Enough for Temporal Action Detection	2021-07-09	Code
28	Decouple-SSAD	42	No	Decoupling Localization and Classification in Si...	2019-04-16	Code
29	TAL-Net	39.8	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-