Temporal Action Localization

Temporal Action Localization aims to detect activities in the video stream and output beginning and end timestamps. It is closely related to Temporal Action Proposal Generation.

Papers

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Showing 726–750 of 1477 papers

Title	Date	Tasks	Status
Sparse and Low-Rank High-Order Tensor Regression via Parallel Proximal Method	Nov 29, 2019	Action Recognitionregression	—Unverified
Action Recognition via Pose-Based Graph Convolutional Networks with Intermediate Dense Supervision	Nov 28, 2019	Action RecognitionSkeleton Based Action Recognition	—Unverified
Skeleton based Zero Shot Action Recognition in Joint Pose-Language Semantic Space	Nov 26, 2019	Action RecognitionTemporal Action Localization	—Unverified
Multi-attention Networks for Temporal Localization of Video-level Labels	Nov 15, 2019	Action RecognitionTemporal Action Localization	CodeCode Available
Temporal Action Localization using Long Short-Term Dependency	Nov 4, 2019	Action LocalizationTemporal Action Localization	—Unverified
Human Action Recognition Using Deep Multilevel Multimodal (M2) Fusion of Depth and Inertial Sensors	Oct 25, 2019	Action RecognitionTemporal Action Localization	CodeCode Available
Towards Train-Test Consistency for Semi-supervised Temporal Action Localization	Oct 24, 2019	Action LocalizationMultiple Instance Learning	—Unverified
Human Action Recognition in Drone Videos using a Few Aerial Training Examples	Oct 22, 2019	Action ClassificationAction Recognition	—Unverified
Human Action Recognition with Multi-Laplacian Graph Convolutional Networks	Oct 15, 2019	Action RecognitionTemporal Action Localization	—Unverified
Generating Human Action Videos by Coupling 3D Game Engines and Probabilistic Graphical Models	Oct 12, 2019	Action RecognitionOptical Flow Estimation	—Unverified
Compressed Video Action Recognition with Refined Motion Vector	Oct 6, 2019	Action RecognitionOptical Flow Estimation	—Unverified
Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction	Oct 5, 2019	Action Recognitionmotion prediction	—Unverified
Generative Multi-View Human Action Recognition	Oct 1, 2019	Action RecognitionTemporal Action Localization	—Unverified
Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks	Oct 1, 2019	Action ClassificationAction Localization	—Unverified
Spatio-Temporal FAST 3D Convolutions for Human Action Recognition	Sep 30, 2019	Action RecognitionTemporal Action Localization	—Unverified
Learning deep representations for video-based intake gesture detection	Sep 24, 2019	Action RecognitionTemporal Action Localization	CodeCode Available
Transferable Feature Representation for Visible-to-Infrared Cross-Dataset Human Action Recognition	Sep 18, 2019	Action RecognitionDomain Adaptation	—Unverified
Global Temporal Representation based CNNs for Infrared Action Recognition	Sep 18, 2019	Action RecognitionOptical Flow Estimation	—Unverified
Class Feature Pyramids for Video Explanation	Sep 18, 2019	Action RecognitionTemporal Action Localization	CodeCode Available
Metric-Based Few-Shot Learning for Video Action Recognition	Sep 14, 2019	Action RecognitionFew-Shot Learning	—Unverified
Adversarial Attack on Skeleton-based Human Action Recognition	Sep 14, 2019	Action RecognitionAdversarial Attack	—Unverified
Zero-Shot Action Recognition in Videos: A Survey	Sep 13, 2019	Action RecognitionAction Recognition In Still Images	—Unverified
Skeleton Image Representation for 3D Action Recognition based on Tree Structure and Reference Joints	Sep 11, 2019	3D Action RecognitionAction Recognition	CodeCode Available
MLGCN: Multi-Laplacian Graph Convolutional Networks for Human Action Recognition	Sep 11, 2019	Action RecognitionSkeleton Based Action Recognition	—Unverified
Video Representation Learning by Dense Predictive Coding	Sep 10, 2019	Action RecognitionRepresentation Learning	CodeCode Available

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All datasets THUMOS14 ActivityNet-1.3 HACS FineAction MultiTHUMOS CrossTask EPIC-KITCHENS-100 MUSES ActivityNet-1.2 Ego4D MQ test Ego4D MQ val MEXaction2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AdaTAD (VideoMAEv2-giant)	Avg mAP (0.3:0.7)	76.9	—	Unverified
2	RDFA-S6 (InternVideo2-6B)	Avg mAP (0.3:0.7)	74.2	—	Unverified
3	ActionMamba(InternVideo2-6B)	Avg mAP (0.3:0.7)	72.72	—	Unverified
4	GCM	mAP IOU@0.1	72.5	—	Unverified
5	AGT (Ours)	mAP IOU@0.1	72.1	—	Unverified
6	InternVideo2-6B	Avg mAP (0.3:0.7)	72	—	Unverified
7	ActionFormer (InternVideo features)	Avg mAP (0.3:0.7)	71.58	—	Unverified
8	TriDet (VideoMAE v2-g feature)	Avg mAP (0.3:0.7)	70.1	—	Unverified
9	InternVideo2-1B	Avg mAP (0.3:0.7)	69.8	—	Unverified
10	ActionFormer (VideoMAE V2-g features)	Avg mAP (0.3:0.7)	69.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UnLoc-L	mAP IOU@0.5	59.3	—	Unverified
2	RDFA-S6 (InternVideo2-6B)	mAP	42.9	—	Unverified
3	ActionMamba (InternVideo2-6B)	mAP	42.02	—	Unverified
4	PRN+BMN (ensemble)	mAP	42	—	Unverified
5	AdaTAD (VideoMAEv2-giant)	mAP	41.93	—	Unverified
6	InternVideo2-6B	mAP	41.2	—	Unverified
7	InternVideo2-1B	mAP	40.4	—	Unverified
8	UniMD+Sync.	mAP	39.83	—	Unverified
9	PRN (CSN)	mAP	39.4	—	Unverified
10	InternVideo	mAP	39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RDFA-S6 (InternVideo2-6B)	Average-mAP	45.8	—	Unverified
2	ActionMamba(InternVideo2-6B)	Average-mAP	44.56	—	Unverified
3	DyFADet(VideoMAEv2)	Average-mAP	44.3	—	Unverified
4	InternVideo2-6B	Average-mAP	43.3	—	Unverified
5	TriDet (VideoMAEv2)	Average-mAP	43.1	—	Unverified
6	InternVideo2-1B	Average-mAP	42.4	—	Unverified
7	InternVideo	Average-mAP	41.55	—	Unverified
8	TriDet (SlowFast)	Average-mAP	38.6	—	Unverified
9	TriDet (I3D RGB)	Average-mAP	36.8	—	Unverified
10	TadTr (I3D RGB)	Average-mAP	32.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RDFA-S6 (InternVideo2-6B)	mAP	29.6	—	Unverified
2	ActionMamba(InternVideo2-6B)	mAP	29.04	—	Unverified
3	InternVideo2-6B	mAP	27.7	—	Unverified
4	DyFADet (VideoMAE v2-g)	mAP	23.8	—	Unverified
5	VideoMAE V2-g	mAP	18.24	—	Unverified
6	InternVideo	mAP	17.57	—	Unverified
7	BMN (i3d feaure)	mAP	9.25	—	Unverified
8	G-TAD (i3d feature)	mAP	9.06	—	Unverified
9	DBG (i3d feature)	mAP	6.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TriDet (VideoMAEv2)	Average mAP	37.5	—	Unverified
2	DualDETR (I3D-rgb)	Average mAP	32.64	—	Unverified
3	TriDet (I3D-rgb)	Average mAP	30.7	—	Unverified
4	TemporalMaxer	Average mAP	29.9	—	Unverified
5	PointTAD	Average mAP	23.5	—	Unverified
6	PDAN	Average mAP	17.3	—	Unverified
7	MS-TCT	Average mAP	16.2	—	Unverified
8	MLAD	Average mAP	14.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VideoCLIP	Recall	47.3	—	Unverified
2	VLM	Recall	46.5	—	Unverified
3	TACo	Recall	42.5	—	Unverified
4	Text-Video Embedding	Recall	33.6	—	Unverified
5	Fully-supervised upper-bound	Recall	31.6	—	Unverified
6	Zhukov	Recall	22.4	—	Unverified
7	Alayrac	Recall	13.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaTAD (verb, VideoMAE-L)	Avg mAP (0.1-0.5)	29.3	—	Unverified
2	TriDet (verb)	Avg mAP (0.1-0.5)	25.4	—	Unverified
3	TemporalMaxer (verb)	Avg mAP (0.1-0.5)	24.5	—	Unverified
4	ActionFormer (verb)	Avg mAP (0.1-0.5)	23.5	—	Unverified
5	G-TAD (verb)	Avg mAP (0.1-0.5)	9.4	—	Unverified
6	BMN (verb)	Avg mAP (0.1-0.5)	8.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TemporalMaxer	mAP	27.2	—	Unverified
2	MUSES	mAP	18.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepMetricLearner	mAP IOU@0.5	35.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ActionFormer (SlowFast+Omnivore+EgoVLP)	Average mAP	21.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ActionFormer (SlowFast+Omnivore+EgoVLP)	Average mAP	21.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	S-CNN	mAP	7.4	—	Unverified