Temporal Action Localization on THUMOS’14

Metric: mAP IOU@0.4 (higher is better)

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#	Model↕	mAP IOU@0.4▼	Extra Data	Paper	Date↕	Code
1	AdaTAD (VideoMAEv2-giant)	86.7	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
2	RDFA-S6 (InternVideo2-6B)	84.6	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
3	ActionMamba(InternVideo2-6B)	83.09	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
4	TriDet (I3D features)	80.1	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
5	TriDet (VideoMAE v2-g feature)	80	Yes	Temporal Action Localization with Enhanced Insta...	2023-09-11	Code
6	ActionFormer (VideoMAE V2-g features)	79.6	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
7	ASL(I3D features)	79	No	Action Sensitivity Learning for Temporal Action ...	2023-05-25	-
8	TemporalMaxer (I3D features)	78.9	No	TemporalMaxer: Maximize Temporal Context with on...	2023-03-16	Code
9	DualDETR (I3D features)	78	No	Dual DETRs for Multi-Label Temporal Action Detec...	2024-03-31	-
10	ActionFormer (I3D features)	77.8	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
11	BasicTAD (160,6,192,R50-SlowOnly)	70.8	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
12	TadML(two-stream)	69.73	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
13	TadTR	69.1	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
14	ReAct (TSN features)	65	No	ReAct: Temporal Action Detection with Relational...	2022-07-14	Code
15	BasicTAD (112,3,96,R50-SlowOnly)	65	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
16	AVFusion	64.9	Yes	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
17	TadML(rgb-only)	64.66	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
18	E2E-TAD (SlowFast R50+TadTR)	64.3	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
19	MUSES	64	No	Multi-shot Temporal Event Localization: a Benchm...	2020-12-17	Code
20	TAGS (I3D)	63.8	No	Proposal-Free Temporal Action Detection via Glob...	2022-07-14	Code
21	TSP	63.3	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
22	DCAN (TSN features)	62.7	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
23	GCM	60.8	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
24	VSGN	60.4	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
25	DaoTAD	59.5	No	RGB Stream Is Enough for Temporal Action Detection	2021-07-09	Code
26	AGT (Ours)	58.1	No	Activity Graph Transformer for Temporal Action L...	2021-01-21	-
27	P-GCN	57.8	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
28	Decouple-SSAD	54.1	No	Decoupling Localization and Classification in Si...	2019-04-16	Code
29	TAL-Net	48.5	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-
30	ASM-Loc	46.8	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
31	CO2-Net	45.7	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
32	BSN UNet	45	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
33	CBR-TS	41.3	No	Cascaded Boundary Regression for Temporal Action...	2017-05-02	-
34	A2CL-PT	39	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
35	R-C3D	35.6	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
36	TURN-FL-16 + S-CNN	34.9	No	TURN TAP: Temporal Unit Regression Network for T...	2017-03-17	Code
37	CDC	29.4	No	CDC: Convolutional-De-Convolutional Networks for...	2017-03-04	Code
38	S-CNN	28.7	No	Temporal Action Localization in Untrimmed Videos...	2016-01-09	Code
39	Yeung et al.	26.4	No	End-to-end Learning of Action Detection from Fra...	2015-11-22	Code

#1AdaTAD (VideoMAEv2-giant)SOTA
86.7
mAP IOU@0.4· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#2RDFA-S6 (InternVideo2-6B)
84.6
mAP IOU@0.4· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#3ActionMamba(InternVideo2-6B)
83.09
mAP IOU@0.4· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#4TriDet (I3D features)SOTA
80.1
mAP IOU@0.4· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#5TriDet (VideoMAE v2-g feature)
80
mAP IOU@0.4· Extra Data· 2023-09-11
Temporal Action Localization with Enhanced Instant Discriminability Code
#6ActionFormer (VideoMAE V2-g features)
79.6
mAP IOU@0.4· Extra Data· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#7ASL(I3D features)
79
mAP IOU@0.4· 2023-05-25
Action Sensitivity Learning for Temporal Action Localization
#8TemporalMaxer (I3D features)
78.9
mAP IOU@0.4· 2023-03-16
TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization Code
#9DualDETR (I3D features)
78
mAP IOU@0.4· 2024-03-31
Dual DETRs for Multi-Label Temporal Action Detection
#10ActionFormer (I3D features)SOTA
77.8
mAP IOU@0.4· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#11BasicTAD (160,6,192,R50-SlowOnly)
70.8
mAP IOU@0.4· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#12TadML(two-stream)
69.73
mAP IOU@0.4· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#13TadTRSOTA
69.1
mAP IOU@0.4· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#14ReAct (TSN features)
65
mAP IOU@0.4· 2022-07-14
ReAct: Temporal Action Detection with Relational Queries Code
#15BasicTAD (112,3,96,R50-SlowOnly)
65
mAP IOU@0.4· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#16AVFusion
64.9
mAP IOU@0.4· Extra Data· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#17TadML(rgb-only)
64.66
mAP IOU@0.4· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#18E2E-TAD (SlowFast R50+TadTR)
64.3
mAP IOU@0.4· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#19MUSESSOTA
64
mAP IOU@0.4· 2020-12-17
Multi-shot Temporal Event Localization: a Benchmark Code
#20TAGS (I3D)
63.8
mAP IOU@0.4· 2022-07-14
Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning Code
#21TSPSOTA
63.3
mAP IOU@0.4· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#22DCAN (TSN features)
62.7
mAP IOU@0.4· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#23GCM
60.8
mAP IOU@0.4· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#24VSGN
60.4
mAP IOU@0.4· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#25DaoTAD
59.5
mAP IOU@0.4· 2021-07-09
RGB Stream Is Enough for Temporal Action Detection Code
#26AGT (Ours)
58.1
mAP IOU@0.4· 2021-01-21
Activity Graph Transformer for Temporal Action Localization
#27P-GCNSOTA
57.8
mAP IOU@0.4· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code
#28Decouple-SSADSOTA
54.1
mAP IOU@0.4· 2019-04-16
Decoupling Localization and Classification in Single Shot Temporal Action Detection Code
#29TAL-NetSOTA
48.5
mAP IOU@0.4· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#30ASM-Loc
46.8
mAP IOU@0.4· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#31CO2-Net
45.7
mAP IOU@0.4· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#32BSN UNet
45
mAP IOU@0.4· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#33CBR-TSSOTA
41.3
mAP IOU@0.4· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#34A2CL-PT
39
mAP IOU@0.4· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#35R-C3DSOTA
35.6
mAP IOU@0.4· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#36TURN-FL-16 + S-CNNSOTA
34.9
mAP IOU@0.4· 2017-03-17
TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals Code
#37CDCSOTA
29.4
mAP IOU@0.4· 2017-03-04
CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos Code
#38S-CNNSOTA
28.7
mAP IOU@0.4· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Code
#39Yeung et al.SOTA
26.4
mAP IOU@0.4· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos Code