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 601–625 of 817 papers

Title	Date	Tasks	Status
A Nonparametric Model for Multimodal Collaborative Activities Summarization	Sep 4, 2017	Action DetectionActivity Detection	—Unverified
A Novel Approach for Human Action Recognition from Silhouette Images	Oct 15, 2015	Action DetectionAction Recognition	—Unverified
A Novel Approach for Robust Multi Human Action Recognition and Summarization based on 3D Convolutional Neural Networks	Jul 25, 2019	Action DetectionAction Recognition	—Unverified
A Novel Online Action Detection Framework from Untrimmed Video Streams	Mar 17, 2020	Action DetectionAction Localization	—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
Application-Driven AI Paradigm for Hand-Held Action Detection	Oct 13, 2022	Action DetectionObject	—Unverified
Application of Machine Learning Techniques in Human Activity Recognition	Oct 19, 2015	Action DetectionActivity Detection	—Unverified
A processing framework to access large quantities of whispered speech found in ASMR	Mar 13, 2023	Action DetectionActivity Detection	—Unverified
A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos	Nov 20, 2018	Action ClassificationAction Detection	—Unverified
A Real-Time Voice Activity Detection Based On Lightweight Neural	May 27, 2024	Action DetectionActivity Detection	—Unverified
Argus: Efficient Activity Detection System for Extended Video Analysis	Mar 2, 2020	Action DetectionActivity Detection	—Unverified
Argus++: Robust Real-time Activity Detection for Unconstrained Video Streams with Overlapping Cube Proposals	Jan 14, 2022	Action DetectionActivity Detection	—Unverified
Array Configuration-Agnostic Personal Voice Activity Detection Based on Spatial Coherence	Apr 18, 2023	Action DetectionActivity Detection	—Unverified
A Semantic and Motion-Aware Spatiotemporal Transformer Network for Action Detection	May 13, 2024	Action Detection	—Unverified
A Simple Model for Improving the Performance of the Stanford Parser for Action Detection in Textual Instructions	Sep 1, 2017	Action DetectionPOS	—Unverified
whu-nercms at trecvid2021:instance search task	Oct 30, 2021	Action DetectionFace Detection	—Unverified
A Stronger Baseline for Ego-Centric Action Detection	Jun 13, 2021	Action DetectionVideo Action Detection	—Unverified
A Structured Model For Action Detection	Dec 9, 2018	Action Detectionmodel	—Unverified
A Study on Action Detection in the Wild	Apr 29, 2019	Action Detection	—Unverified
A Survey on Deep Learning-based Spatio-temporal Action Detection	Aug 3, 2023	Action DetectionAutonomous Driving	—Unverified
A Survey on Recent Advances of Computer Vision Algorithms for Egocentric Video	Jan 12, 2015	Action DetectionActivity Detection	—Unverified
Asynchronous Random Access in Massive MIMO Systems Facilitated by the Delay-Angle Domain	Dec 6, 2024	Action DetectionActivity Detection	—Unverified
A Temporal Simulator for Developing Turn-Taking Methods for Spoken Dialogue Systems	Jul 1, 2012	Action DetectionSpeech Recognition	—Unverified
A Time-Frequency based Suspicious Activity Detection for Anti-Money Laundering	Nov 17, 2020	Action DetectionActivity Detection	—Unverified
ATTACH Dataset: Annotated Two-Handed Assembly Actions for Human Action Understanding	Apr 17, 2023	Action DetectionAction Recognition	—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	MLAD (RGB + Flow)	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