Temporal Action Localization on THUMOS’14

Metric: mAP IOU@0.6 (higher is better)

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#	Model↕	mAP IOU@0.6▼	Extra Data	Paper	Date↕	Code
1	AdaTAD (VideoMAEv2-giant)	71	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
2	RDFA-S6 (InternVideo2-6B)	66.6	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
3	ActionMamba(InternVideo2-6B)	65.91	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
4	TriDet (VideoMAE v2-g feature)	63.8	Yes	Temporal Action Localization with Enhanced Insta...	2023-09-11	Code
5	ActionFormer (VideoMAE V2-g features)	63.5	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
6	TriDet (I3D features)	62.4	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
7	TemporalMaxer (I3D features)	60.5	No	TemporalMaxer: Maximize Temporal Context with on...	2023-03-16	Code
8	ASL(I3D features)	59.7	No	Action Sensitivity Learning for Temporal Action ...	2023-05-25	-
9	ActionFormer (I3D features)	59.4	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
10	DualDETR (I3D features)	58.5	No	Dual DETRs for Multi-Label Temporal Action Detec...	2024-03-31	-
11	TadML(two-stream)	53.36	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
12	BasicTAD (160,6,192,R50-SlowOnly)	50.9	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
13	BasicTAD (112,3,96,R50-SlowOnly)	49.2	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
14	ReAct (TSN features)	47.8	No	ReAct: Temporal Action Detection with Relational...	2022-07-14	Code
15	TadTR	46.6	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
16	E2E-TAD (SlowFast R50+TadTR)	46.4	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
17	MUSES	46.3	No	Multi-shot Temporal Event Localization: a Benchm...	2020-12-17	Code
18	TAGS (I3D)	46.3	No	Proposal-Free Temporal Action Detection via Glob...	2022-07-14	Code
19	TadML(rgb-only)	45.4	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
20	AVFusion	45.4	Yes	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
21	DCAN (TSN features)	43.9	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
22	DaoTAD	43.6	No	RGB Stream Is Enough for Temporal Action Detection	2021-07-09	Code
23	VSGN	41	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
24	TSP	40.4	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
25	TAL-Net	33.8	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-
26	Decouple-SSAD	32.3	No	Decoupling Localization and Classification in Si...	2019-04-16	Code
27	BSN UNet	28.4	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
28	CO2-Net	26.4	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
29	ASM-Loc	25.2	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
30	A2CL-PT	19.2	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
31	CBR-TS	19.1	No	Cascaded Boundary Regression for Temporal Action...	2017-05-02	-
32	CDC	13.1	No	CDC: Convolutional-De-Convolutional Networks for...	2017-03-04	Code

#1AdaTAD (VideoMAEv2-giant)SOTA
71
mAP IOU@0.6· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#2RDFA-S6 (InternVideo2-6B)
66.6
mAP IOU@0.6· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#3ActionMamba(InternVideo2-6B)
65.91
mAP IOU@0.6· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#4TriDet (VideoMAE v2-g feature)SOTA
63.8
mAP IOU@0.6· Extra Data· 2023-09-11
Temporal Action Localization with Enhanced Instant Discriminability Code
#5ActionFormer (VideoMAE V2-g features)SOTA
63.5
mAP IOU@0.6· Extra Data· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#6TriDet (I3D features)SOTA
62.4
mAP IOU@0.6· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#7TemporalMaxer (I3D features)
60.5
mAP IOU@0.6· 2023-03-16
TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization Code
#8ASL(I3D features)
59.7
mAP IOU@0.6· 2023-05-25
Action Sensitivity Learning for Temporal Action Localization
#9ActionFormer (I3D features)SOTA
59.4
mAP IOU@0.6· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#10DualDETR (I3D features)
58.5
mAP IOU@0.6· 2024-03-31
Dual DETRs for Multi-Label Temporal Action Detection
#11TadML(two-stream)
53.36
mAP IOU@0.6· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#12BasicTAD (160,6,192,R50-SlowOnly)
50.9
mAP IOU@0.6· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#13BasicTAD (112,3,96,R50-SlowOnly)
49.2
mAP IOU@0.6· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#14ReAct (TSN features)
47.8
mAP IOU@0.6· 2022-07-14
ReAct: Temporal Action Detection with Relational Queries Code
#15TadTRSOTA
46.6
mAP IOU@0.6· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#16E2E-TAD (SlowFast R50+TadTR)
46.4
mAP IOU@0.6· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#17MUSESSOTA
46.3
mAP IOU@0.6· 2020-12-17
Multi-shot Temporal Event Localization: a Benchmark Code
#18TAGS (I3D)
46.3
mAP IOU@0.6· 2022-07-14
Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning Code
#19TadML(rgb-only)
45.4
mAP IOU@0.6· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#20AVFusion
45.4
mAP IOU@0.6· Extra Data· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#21DCAN (TSN features)
43.9
mAP IOU@0.6· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#22DaoTAD
43.6
mAP IOU@0.6· 2021-07-09
RGB Stream Is Enough for Temporal Action Detection Code
#23VSGNSOTA
41
mAP IOU@0.6· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#24TSPSOTA
40.4
mAP IOU@0.6· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#25TAL-NetSOTA
33.8
mAP IOU@0.6· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#26Decouple-SSAD
32.3
mAP IOU@0.6· 2019-04-16
Decoupling Localization and Classification in Single Shot Temporal Action Detection Code
#27BSN UNet
28.4
mAP IOU@0.6· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#28CO2-Net
26.4
mAP IOU@0.6· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#29ASM-Loc
25.2
mAP IOU@0.6· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#30A2CL-PT
19.2
mAP IOU@0.6· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#31CBR-TSSOTA
19.1
mAP IOU@0.6· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#32CDCSOTA
13.1
mAP IOU@0.6· 2017-03-04
CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos Code