Action Detection

Action Detection aims to find both where and when an action occurs within a video clip and classify what the action is taking place. Typically results are given in the form of action tublets, which are action bounding boxes linked across time in the video. This is related to temporal localization, which seeks to identify the start and end frame of an action, and action recognition, which seeks only to classify which action is taking place and typically assumes a trimmed video.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–375 of 817 papers

Title	Date	Tasks	Status
A Real-Time Voice Activity Detection Based On Lightweight Neural	May 27, 2024	Action DetectionActivity Detection	—Unverified
A deep learning approach for understanding natural language commands for mobile service robots	Jul 9, 2018	Action DetectionIntent Detection	—Unverified
Convolutional Neural Networks for Aerial Multi-Label Pedestrian Detection	Jul 16, 2018	Action DetectionObject	—Unverified
Continuous Human Action Detection Based on Wearable Inertial Data	Dec 11, 2021	Action DetectionGesture Recognition	—Unverified
A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos	Nov 20, 2018	Action ClassificationAction Detection	—Unverified
Continual Low-Rank Scaled Dot-product Attention	Dec 4, 2024	Action DetectionAudio Classification	—Unverified
Context Understanding in Computer Vision: A Survey	Feb 10, 2023	Action Detectionimage-classification	—Unverified
A processing framework to access large quantities of whispered speech found in ASMR	Mar 13, 2023	Action DetectionActivity Detection	—Unverified
Contextual Multi-Scale Region Convolutional 3D Network for Activity Detection	Jan 28, 2018	Action DetectionActivity Detection	—Unverified
Application of Machine Learning Techniques in Human Activity Recognition	Oct 19, 2015	Action DetectionActivity Detection	—Unverified
ADA-VAD: Unpaired Adversarial Domain Adaptation for Noise-Robust Voice Activity Detection	Apr 22, 2022	Action DetectionActivity Detection	—Unverified
Action Detection via an Image Diffusion Process	Apr 1, 2024	Action DetectionImage Generation	—Unverified
Access Delay Constrained Activity Detection in Massive Random Access	Nov 4, 2021	Action DetectionActivity Detection	—Unverified
AAD: Adaptive Anomaly Detection through traffic surveillance videos	Aug 29, 2018	Action DetectionActivity Detection	—Unverified
Context-LSTM: a robust classifier for video detection on UCF101	Mar 13, 2022	Action DetectionAction Recognition	—Unverified
Application-Driven AI Paradigm for Hand-Held Action Detection	Oct 13, 2022	Action DetectionObject	—Unverified
ContextDet: Temporal Action Detection with Adaptive Context Aggregation	Oct 20, 2024	Action DetectionVideo Understanding	—Unverified
A Customer Level Fraudulent Activity Detection Benchmark for Enhancing Machine Learning Model Research and Evaluation	Apr 23, 2024	Action DetectionActivity Detection	—Unverified
Joint Activity Detection, Channel Estimation, and Data Decoding for Grant-free Massive Random Access	Jul 12, 2021	Action DetectionActivity Detection	—Unverified
Context-aware Proposal Network for Temporal Action Detection	Jun 18, 2022	Action ClassificationAction Detection	—Unverified
Joint Activity Detection and Data Decoding in Massive Random Access via a Turbo Receiver	Apr 26, 2021	Action DetectionActivity Detection	—Unverified
Joint Activity Detection and Channel Estimation for Massive Connectivity: Where Message Passing Meets Score-Based Generative Priors	May 31, 2025	Action DetectionActivity Detection	—Unverified
Computer-Aided Automated Detection of Gene-Controlled Social Actions of Drosophila	Sep 11, 2019	Action DetectionClassification	—Unverified
An Ultra-low Power RNN Classifier for Always-On Voice Wake-Up Detection Robust to Real-World Scenarios	Mar 8, 2021	Action DetectionActivity Detection	—Unverified
Joint Activity Detection and Channel Estimation for Clustered Massive Machine Type Communications	May 4, 2023	Action DetectionActivity Detection	—Unverified

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All datasets UCF101-24 J-HMDB Charades Multi-THUMOS UCF Sports THUMOS' 14 MultiSports TSU TTStroke-21 ME21 TTStroke-21 ME22 MultiTHUMOS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	STAR/L	Frame-mAP 0.5	90.3	—	Unverified
2	SiA	Frame-mAP 0.5	88.5	—	Unverified
3	YOWO + LFB	Frame-mAP 0.5	87.3	—	Unverified
4	HIT	Frame-mAP 0.5	84.8	—	Unverified
5	HISAN (ResNet-101 + FPN)	Video-mAP 0.2	82.3	—	Unverified
6	YOWO	Frame-mAP 0.5	80.4	—	Unverified
7	Two-in-one Two Stream	Video-mAP 0.2	78.48	—	Unverified
8	MOC	Frame-mAP 0.5	77.8	—	Unverified
9	Faster-RCNN + two-stream I3D conv	Frame-mAP 0.5	76.3	—	Unverified
10	Two-in-one	Video-mAP 0.2	75.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiA	Frame-mAP 0.5	88.5	—	Unverified
2	HISAN (ResNet-101 + FPN)	Video-mAP 0.2	87.59	—	Unverified
3	HIT	Frame-mAP 0.5	83.8	—	Unverified
4	HISAN (VGG-16)	Frame-mAP 0.5	76.72	—	Unverified
5	DTS	Video-mAP 0.2	76.1	—	Unverified
6	YOWO + LFB	Frame-mAP 0.5	75.7	—	Unverified
7	Two-in-one Two Stream	Video-mAP 0.5	74.74	—	Unverified
8	YOWO	Frame-mAP 0.5	74.4	—	Unverified
9	MOC	Frame-mAP 0.5	74	—	Unverified
10	Faster-RCNN + two-stream I3D conv	Frame-mAP 0.5	73.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TTM	mAP	28.79	—	Unverified
2	CTRN	mAP	27.8	—	Unverified
3	Coarse-Fine Networks (w/ self-supervised detection pretraining)	mAP	26.95	—	Unverified
4	UniMD+Sync. (RGB+Flow)	mAP	26.53	—	Unverified
5	PDAN (RGB+Flow)	mAP	26.5	—	Unverified
6	PAT	mAP	26.5	—	Unverified
7	MS-TCT (RGB only)	mAP	25.4	—	Unverified
8	3D ResNet-50 + super-events pretrained on AViD	mAP	25.2	—	Unverified
9	Coarse-Fine Networks	mAP	25.1	—	Unverified
10	I3D + biGRU + VS-ST-MPNN	mAP	23.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLAD	mAP	51.5	—	Unverified
2	CTRN	mAP	51.2	—	Unverified
3	PDAN	mAP	47.6	—	Unverified
4	TGM	mAP	46.4	—	Unverified
5	MS-TCT (RGB only)	mAP	43.1	—	Unverified
6	I3D + our super-event	mAP	36.4	—	Unverified
7	Two-stream + LSTM	mAP	28.1	—	Unverified
8	Two-stream	mAP	27.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Two-in-one Two Stream	Video-mAP 0.5	96.52	—	Unverified
2	DTS	Video-mAP 0.2	94.3	—	Unverified
3	Two-in-one	Video-mAP 0.5	92.74	—	Unverified
4	T-CNN	Frame-mAP 0.5	86.7	—	Unverified
5	MR-TS R-CNN	Frame-mAP 0.5	84.52	—	Unverified
6	TS R-CNN	Frame-mAP 0.5	82.3	—	Unverified
7	Action Tubes	Frame-mAP 0.5	68.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAT (Ours) Trans	mAP	71.6	—	Unverified
2	TadML-two stream	mAP	59.7	—	Unverified
3	MAT (ours)	mAP	58.2	—	Unverified
4	TadML-rgb	mAP	53.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIT	Frame-mAP 0.5	33.3	—	Unverified
2	SiA	Frame-mAP 0.5	28.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MS-TCT	Frame-mAP	33.7	—	Unverified
2	PDAN	Frame-mAP	32.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STCNN	IoU	0.14	—	Unverified
2	Two Stream Network	IoU	0.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STCNN-V2 (Vote decision)	IoU	0.52	—	Unverified
2	RGB and PRGB	IoU	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PAT	mAP	44.6	—	Unverified