Temporal Action Localization on THUMOS’14

Metric: mAP IOU@0.7 (higher is better)

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#	Model↕	mAP IOU@0.7▼	Extra Data	Paper	Date↕	Code
1	AdaTAD (VideoMAEv2-giant)	56.1	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
2	RDFA-S6 (InternVideo2-6B)	51.9	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
3	ActionMamba(InternVideo2-6B)	50.82	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
4	TriDet (VideoMAE v2-g feature)	48.8	Yes	Temporal Action Localization with Enhanced Insta...	2023-09-11	Code
5	ActionFormer (VideoMAE V2-g features)	47.7	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
6	TriDet (I3D features)	47.4	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
7	ASL(I3D features)	45.8	No	Action Sensitivity Learning for Temporal Action ...	2023-05-25	-
8	TemporalMaxer (I3D features)	44.7	No	TemporalMaxer: Maximize Temporal Context with on...	2023-03-16	Code
9	DualDETR (I3D features)	44.4	No	Dual DETRs for Multi-Label Temporal Action Detec...	2024-03-31	-
10	ActionFormer (I3D features)	43.9	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
11	TadML(two-stream)	39.6	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
12	BasicTAD (160,6,192,R50-SlowOnly)	37.4	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
13	ReAct (TSN features)	35.6	No	ReAct: Temporal Action Detection with Relational...	2022-07-14	Code
14	E2E-TAD (SlowFast R50+TadTR)	34.9	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
15	BasicTAD (112,3,96,R50-SlowOnly)	33.5	No	BasicTAD: an Astounding RGB-Only Baseline for Te...	2022-05-05	Code
16	TadTR	32.8	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
17	DCAN (TSN features)	32.6	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
18	TadML(rgb-only)	31.88	No	TadML: A fast temporal action detection with Mec...	2022-06-07	Code
19	TAGS (I3D)	31.8	No	Proposal-Free Temporal Action Detection via Glob...	2022-07-14	Code
20	MUSES	31	No	Multi-shot Temporal Event Localization: a Benchm...	2020-12-17	Code
21	VSGN	30.4	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
22	DaoTAD	30.1	No	RGB Stream Is Enough for Temporal Action Detection	2021-07-09	Code
23	AVFusion	28.8	Yes	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
24	TSP	26	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
25	TAL-Net	20.8	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-
26	BSN UNet	20	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
27	Decouple-SSAD	19.1	No	Decoupling Localization and Classification in Si...	2019-04-16	Code
28	CO2-Net	13.4	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
29	ASM-Loc	13.4	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
30	A2CL-PT	10.6	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
31	CBR-TS	9.9	No	Cascaded Boundary Regression for Temporal Action...	2017-05-02	-
32	DeepMetricLearner	9.7	No	Weakly Supervised Temporal Action Localization U...	2020-01-21	Code
33	CDC	7.9	No	CDC: Convolutional-De-Convolutional Networks for...	2017-03-04	Code

#1AdaTAD (VideoMAEv2-giant)SOTA
56.1
mAP IOU@0.7· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#2RDFA-S6 (InternVideo2-6B)
51.9
mAP IOU@0.7· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#3ActionMamba(InternVideo2-6B)
50.82
mAP IOU@0.7· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#4TriDet (VideoMAE v2-g feature)SOTA
48.8
mAP IOU@0.7· Extra Data· 2023-09-11
Temporal Action Localization with Enhanced Instant Discriminability Code
#5ActionFormer (VideoMAE V2-g features)SOTA
47.7
mAP IOU@0.7· Extra Data· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#6TriDet (I3D features)SOTA
47.4
mAP IOU@0.7· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#7ASL(I3D features)
45.8
mAP IOU@0.7· 2023-05-25
Action Sensitivity Learning for Temporal Action Localization
#8TemporalMaxer (I3D features)
44.7
mAP IOU@0.7· 2023-03-16
TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization Code
#9DualDETR (I3D features)
44.4
mAP IOU@0.7· 2024-03-31
Dual DETRs for Multi-Label Temporal Action Detection
#10ActionFormer (I3D features)SOTA
43.9
mAP IOU@0.7· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#11TadML(two-stream)
39.6
mAP IOU@0.7· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#12BasicTAD (160,6,192,R50-SlowOnly)
37.4
mAP IOU@0.7· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#13ReAct (TSN features)
35.6
mAP IOU@0.7· 2022-07-14
ReAct: Temporal Action Detection with Relational Queries Code
#14E2E-TAD (SlowFast R50+TadTR)
34.9
mAP IOU@0.7· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#15BasicTAD (112,3,96,R50-SlowOnly)
33.5
mAP IOU@0.7· 2022-05-05
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection Code
#16TadTRSOTA
32.8
mAP IOU@0.7· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#17DCAN (TSN features)
32.6
mAP IOU@0.7· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#18TadML(rgb-only)
31.88
mAP IOU@0.7· 2022-06-07
TadML: A fast temporal action detection with Mechanics-MLP Code
#19TAGS (I3D)
31.8
mAP IOU@0.7· 2022-07-14
Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning Code
#20MUSESSOTA
31
mAP IOU@0.7· 2020-12-17
Multi-shot Temporal Event Localization: a Benchmark Code
#21VSGNSOTA
30.4
mAP IOU@0.7· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#22DaoTAD
30.1
mAP IOU@0.7· 2021-07-09
RGB Stream Is Enough for Temporal Action Detection Code
#23AVFusion
28.8
mAP IOU@0.7· Extra Data· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#24TSPSOTA
26
mAP IOU@0.7· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#25TAL-NetSOTA
20.8
mAP IOU@0.7· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#26BSN UNet
20
mAP IOU@0.7· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#27Decouple-SSAD
19.1
mAP IOU@0.7· 2019-04-16
Decoupling Localization and Classification in Single Shot Temporal Action Detection Code
#28CO2-Net
13.4
mAP IOU@0.7· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#29ASM-Loc
13.4
mAP IOU@0.7· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#30A2CL-PT
10.6
mAP IOU@0.7· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#31CBR-TSSOTA
9.9
mAP IOU@0.7· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#32DeepMetricLearner
9.7
mAP IOU@0.7· 2020-01-21
Weakly Supervised Temporal Action Localization Using Deep Metric Learning Code
#33CDCSOTA
7.9
mAP IOU@0.7· 2017-03-04
CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos Code