Temporal Action Localization on MultiTHUMOS

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Average mAP

Rank	Model	Average mAP	mAP IOU@0.1	mAP IOU@0.2	mAP IOU@0.3	mAP IOU@0.4	mAP IOU@0.5	mAP IOU@0.6	mAP IOU@0.7	Paper	Code	Year
1	TriDet (VideoMAEv2)	37.5	–	57.7	–	–	42.7	–	24.3	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
2	DualDETR (I3D-rgb)	32.64	53.42	–	47.41	–	35.18	–	20.18	Dual DETRs for Multi-Label Temporal Action Detection		2024
3	TriDet (I3D-rgb)	30.7	–	49.1	–	–	34.3	–	17.8	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
4	TemporalMaxer	29.9	49.1	47.5	44.3	39.4	33.4	26.5	17.4	TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization	tuantng/temporalmaxer	2023
5	PointTAD	23.5	42.3	39.7	35.8	30.9	24.9	18.5	12.0	PointTAD: Multi-Label Temporal Action Detection with Learnable Query Points	mcg-nju/pointtad	2022
6	PDAN	17.3	–	–	–	–	–	–	–	PDAN: Pyramid Dilated Attention Network for Action Detection	dairui01/PDAN	2021
7	MS-TCT	16.2	–	–	–	–	–	–	–	MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection	dairui01/MS-TCT	2021
8	MLAD	14.2	–	–	–	–	–	–	–	Modeling Multi-Label Action Dependencies for Temporal Action Localization	ptirupat/MLAD	2021
9	TriDet (VideoMAEv2)	37.5	–	57.7	–	–	42.7	–	24.3	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
10	DualDETR (I3D-rgb)	32.64	53.42	–	47.41	–	35.18	–	20.18	Dual DETRs for Multi-Label Temporal Action Detection		2024
11	TriDet (I3D-rgb)	30.7	–	49.1	–	–	34.3	–	17.8	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
12	TemporalMaxer	29.9	49.1	47.5	44.3	39.4	33.4	26.5	17.4	TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization	tuantng/temporalmaxer	2023
13	PointTAD	23.5	42.3	39.7	35.8	30.9	24.9	18.5	12.0	PointTAD: Multi-Label Temporal Action Detection with Learnable Query Points	mcg-nju/pointtad	2022
14	PDAN	17.3	–	–	–	–	–	–	–	PDAN: Pyramid Dilated Attention Network for Action Detection	dairui01/PDAN	2021
15	MS-TCT	16.2	–	–	–	–	–	–	–	MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection	dairui01/MS-TCT	2021
16	MLAD	14.2	–	–	–	–	–	–	–	Modeling Multi-Label Action Dependencies for Temporal Action Localization	ptirupat/MLAD	2021
17	TriDet (VideoMAEv2)	37.5	–	57.7	–	–	42.7	–	24.3	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
18	DualDETR (I3D-rgb)	32.64	53.42	–	47.41	–	35.18	–	20.18	Dual DETRs for Multi-Label Temporal Action Detection		2024
19	TriDet (I3D-rgb)	30.7	–	49.1	–	–	34.3	–	17.8	Temporal Action Localization with Enhanced Instant Discriminability	dingfengshi/tridet · sssste/tridet · dingfengshi/tridetplus	2023
20	TemporalMaxer	29.9	49.1	47.5	44.3	39.4	33.4	26.5	17.4	TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization	tuantng/temporalmaxer	2023