Action Detection on Charades

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	TTM	28.79	No	Token Turing Machines	2022-11-16	Code
2	CTRN	27.8	No	CTRN: Class-Temporal Relational Network for Acti...	2021-10-26	-
3	Coarse-Fine Networks (w/ self-supervised detection pretraining)	26.95	No	Weakly-guided Self-supervised Pretraining for Te...	2021-11-26	Code
4	UniMD+Sync. (RGB+Flow)	26.53	No	UniMD: Towards Unifying Moment Retrieval and Tem...	2024-04-07	Code
5	PDAN (RGB+Flow)	26.5	No	-	-	Code
6	PAT	26.5	No	PAT: Position-Aware Transformer for Dense Multi-...	2023-08-09	-
7	MS-TCT (RGB only)	25.4	No	MS-TCT: Multi-Scale Temporal ConvTransformer for...	2021-12-07	Code
8	3D ResNet-50 + super-events pretrained on AViD	25.2	Yes	AViD Dataset: Anonymized Videos from Diverse Cou...	2020-07-10	Code
9	Coarse-Fine Networks	25.1	No	Coarse-Fine Networks for Temporal Activity Detec...	2021-03-01	Code
10	I3D + biGRU + VS-ST-MPNN	23.7	Yes	Representation Learning on Visual-Symbolic Graph...	2019-05-17	-
11	MLAD (RGB + Flow)	23.7	No	Modeling Multi-Label Action Dependencies for Tem...	2021-03-04	Code
12	3D ResNet-50 pretrained on AViD	23.2	No	AViD Dataset: Anonymized Videos from Diverse Cou...	2020-07-10	Code
13	TGM (RGB+Flow)	22.3	Yes	Temporal Gaussian Mixture Layer for Videos	2018-03-16	Code
14	Super-events (RGB+Flow)	19.41	Yes	Learning Latent Super-Events to Detect Multiple ...	2017-12-05	Code
15	R-C3D	12.4	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
16	Sigurdsson et al.	9.6	No	Asynchronous Temporal Fields for Action Recognit...	2016-12-19	Code