Activity Recognition on HMDB51

Metric: Top-1 Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	MVD (ViT-B)	79.7	No	Masked Video Distillation: Rethinking Masked Fea...	2022-12-08	Code
2	M3Video	78	No	Masked Motion Encoding for Self-Supervised Video...	2022-10-12	Code
3	pBYOL	75	No	A Large-Scale Study on Unsupervised Spatiotempor...	2021-04-29	Code
4	SCE (R3D-50)	74.7	No	Similarity Contrastive Estimation for Image and ...	2022-12-21	Code
5	VideoMAE	73.3	No	VideoMAE: Masked Autoencoders are Data-Efficient...	2022-03-23	Code
6	BraVe:V-FA (TSM-50x2)	70.5	No	Broaden Your Views for Self-Supervised Video Lea...	2021-03-30	Code
7	CVRL (R3D-152 2x; K600)	69.9	No	Spatiotemporal Contrastive Video Representation ...	2020-08-09	Code
8	XKD (ViT-B/112/16)	69	No	XKD: Cross-modal Knowledge Distillation with Dom...	2022-11-25	Code
9	XDC	68.9	No	Self-Supervised Learning by Cross-Modal Audio-Vi...	2019-11-28	Code
10	CVRL (R3D-50; K600)	68	No	Spatiotemporal Contrastive Video Representation ...	2020-08-09	Code
11	CrissCross (AudioSet)	66.8	No	Self-Supervised Audio-Visual Representation Lear...	2021-11-09	Code
12	CVRL (R3D-50; K400)	66.7	No	Spatiotemporal Contrastive Video Representation ...	2020-08-09	Code
13	XDC	66.5	No	Self-Supervised Learning by Cross-Modal Audio-Vi...	2019-11-28	Code
14	XKD-Modality-Agnostic (ViT-B/112/16)	65.9	No	XKD: Cross-modal Knowledge Distillation with Dom...	2022-11-25	Code
15	VideoMS (ViT-B)	65.8	No	EVEREST: Efficient Masked Video Autoencoder by R...	2022-11-19	Code
16	AVID+CMA (Modified R2+1D-18 on Audioset)	64.7	No	Audio-Visual Instance Discrimination with Cross-...	2020-04-27	Code
17	RSPNet	64.7	No	RSPNet: Relative Speed Perception for Unsupervis...	2020-10-27	Code
18	CrissCross (Kinetics400)	64.7	No	Self-Supervised Audio-Visual Representation Lear...	2021-11-09	Code
19	ELo	64.5	No	Evolving Losses for Unsupervised Video Represent...	2020-02-26	-
20	AVID (Modified R2+1D-18 on Audioset)	64.1	No	Audio-Visual Instance Discrimination with Cross-...	2020-04-27	Code
21	XDC	63.7	No	Self-Supervised Learning by Cross-Modal Audio-Vi...	2019-11-28	Code
22	VideoMAE(no extra data)	62.6	No	VideoMAE: Masked Autoencoders are Data-Efficient...	2022-03-23	Code
23	ViCC (S3D; R+F)	62.2	No	Self-supervised Video Representation Learning wi...	2021-06-18	Code
24	ViCC (R2+1D; R+F)	61.5	No	Self-supervised Video Representation Learning wi...	2021-06-18	Code
25	AVID+CMA (Modified R2+1D-18 on Kinetics)	60.8	No	Audio-Visual Instance Discrimination with Cross-...	2020-04-27	Code
26	CrissCross (Kinetics-Sound)	60.5	No	Self-Supervised Audio-Visual Representation Lear...	2021-11-09	Code
27	AVID (Modified R2+1D-18 on Kinetics)	59.9	No	Audio-Visual Instance Discrimination with Cross-...	2020-04-27	Code
28	MCN (R3D-18; RGB)	54.8	No	Self-Supervised Video Representation Learning wi...	2021-08-19	-
29	MCN (R2+1D; RGB)	54.5	No	Self-Supervised Video Representation Learning wi...	2021-08-19	-
30	SLIC (R3D-18)	54.5	No	SLIC: Self-Supervised Learning with Iterative Cl...	2022-06-25	Code
31	TCLR (R3D-18)	52.9	No	TCLR: Temporal Contrastive Learning for Video Re...	2021-01-20	Code
32	XDC	52.6	No	Self-Supervised Learning by Cross-Modal Audio-Vi...	2019-11-28	Code
33	ViCC (R2+1D; RGB)	52.4	No	Self-supervised Video Representation Learning wi...	2021-06-18	Code
34	CoCLR	46.1	No	Self-supervised Co-training for Video Representa...	2020-10-19	Code
35	PCL (ResNet-18)	43.2	No	Pretext-Contrastive Learning: Toward Good Practi...	2020-10-29	Code
36	ViCC (S3D; RGB)	38.5	No	Self-supervised Video Representation Learning wi...	2021-06-18	Code
37	IIC (R3D)	38.3	No	Self-supervised Video Representation Learning Us...	2020-08-06	Code
38	TCE (ResNet-50)	36.6	No	Temporally Coherent Embeddings for Self-Supervis...	2020-03-21	Code
39	DPC (Modified 3D Resnet-34)	35.7	No	Video Representation Learning by Dense Predictiv...	2019-09-10	Code
40	DPC (Modified 3D ResNet-18)	34.5	No	Video Representation Learning by Dense Predictiv...	2019-09-10	Code
41	TCE (ResNet-18)	34.2	No	Temporally Coherent Embeddings for Self-Supervis...	2020-03-21	Code
42	3D RotNet (3D ResNet-18)	33.7	No	Self-Supervised Spatiotemporal Feature Learning ...	2018-11-28	-
43	3D Cubic Puzzles (3D ResNet-18)	33.7	No	Self-Supervised Video Representation Learning wi...	2018-11-24	-
44	VCP (R3D)	31.5	No	Video Cloze Procedure for Self-Supervised Spatio...	2020-01-02	Code
45	Video Clip Ordering (R3D)	29.5	No	-	-	-
46	OPN (VGG-M-2048)	23.8	No	Unsupervised Representation Learning by Sorting ...	2017-08-03	Code
47	Motion & Appearance (C3D)	20.3	No	Self-supervised Spatio-temporal Representation L...	2019-04-07	Code
48	Shuffle and Learn (AlexNet)	19.8	No	Shuffle and Learn: Unsupervised Learning using T...	2016-03-28	-