Action Classification

Benchmarks

Dataset Name	SOTA Method	Metric
HMDB51 (over all three splits)	S3D-G	Accuracy75.9	121	3d ago
Kinetics-400 (val)	VideoMAE V2-g	Top-1 Accuracy90	63	3d ago
Smarthome (cross-subject)	VPFN++ + 3D Poses + OF	Accuracy72.9	58	3d ago
HMDB51 (split1)	MMV	Accuracy75	58	3d ago
Kinetics 400	VideoMAE V2-g	Top-1 Acc90	57	3d ago
HMDB51	Cross-Ent.	Top-1 Accuracy74.5	51	3d ago
CSI Action Classification Dataset	ResNet	Accuracy92.57	36	3d ago
ActivityNet (val)	P3D ResNet	Top-1 Acc75.12	30	3d ago
Kinetics-400 v1 (val)	MTV-H	Top-1 Acc89.9	25	3d ago
HMDB (test)	Representation Flow ((2+1)D CNN + FcF)	Accuracy81.1	25	3d ago
Epic-Kitchens-100	MoViNet-A6	Top-1 Verb Accuracy72.2	22	3d ago
Kinetics 400 2017 (test)	ViViT-L	Top-1 Accuracy80.6	19	3d ago
HMDB51 1.0 (fine-tuned)	GDT	Accuracy72.8	16	3d ago
UCF101 1.0 (fine-tuned)	RSPNet (Ours)	Accuracy97.3	16	3d ago
Kinetics 600 (test)	MTV-H	Top-1 Acc90.3	16	3d ago
Kinetics (test)	Representation Flow ((2+1)D CNN + FcF) + Non-local	Accuracy77.9	16	3d ago
Nursing Home Dataset (test)	Gated Untied Weights	Accuracy85.5	15	3d ago
J-HMDB (averaged over 3 splits)	Chained Multi-stream Networks	Accuracy76.1	14	3d ago
Kinetics-400 (test)	VideoMAE V2	Accuracy87.2	13	3d ago
Thumos14	W-TALC	mAP85.6	12	3d ago
ActivityNet Untrimmed 1.2 (test)	W-TALC	mAP93.2	12	3d ago
IKEA ASM	3DinAction	Frame Acc Top-152.91	11	3d ago
Kinetics 600 (val)	MTV-H	Top-1 Acc90.3	11	3d ago
Something-Something V2 (val)	VideoMAE V2	Top-1 Acc (multi-view fusion)77	11	3d ago
Moments in Time (MiT) 2018 (standard)	AssembleNet-101	Top-1 Acc34.27	11	3d ago

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