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
Baseline Method for the Sport Task of MediaEval 2022 with 3D CNNs using Attention Mechanisms	Feb 6, 2023	Action ClassificationAction Detection	CodeCode Available
Sport Task: Fine Grained Action Detection and Classification of Table Tennis Strokes from Videos for MediaEval 2022	Jan 31, 2023	Action DetectionBenchmarking	CodeCode Available
The Newsbridge -Telecom SudParis VoxCeleb Speaker Recognition Challenge 2022 System Description	Jan 17, 2023	Action DetectionActivity Detection	—Unverified
Deep learning-based approaches for human motion decoding in smart walkers for rehabilitation	Jan 13, 2023	Action DetectionAction Recognition	—Unverified
KIDS: kinematics-based (in)activity detection and segmentation in a sleep case study	Jan 4, 2023	Action DetectionActivity Detection	—Unverified
Ego-Only: Egocentric Action Detection without Exocentric Transferring	Jan 3, 2023	Action DetectionAction Localization	—Unverified
Movement Enhancement toward Multi-Scale Video Feature Representation for Temporal Action Detection	Jan 1, 2023	Action Detection	—Unverified
Hybrid Active Learning via Deep Clustering for Video Action Detection	Jan 1, 2023	Action DetectionActive Learning	—Unverified
SkeleTR: Towards Skeleton-based Action Recognition in the Wild	Jan 1, 2023	Action ClassificationAction Detection	—Unverified
Activity Detection for Grant-Free NOMA in Massive IoT Networks	Dec 23, 2022	Action DetectionActivity Detection	—Unverified
Open-Vocabulary Temporal Action Detection with Off-the-Shelf Image-Text Features	Dec 20, 2022	Action DetectionOptical Flow Estimation	—Unverified
Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks	Dec 14, 2022	Action DetectionActivity Detection	—Unverified
Trajectory-User Linking Is Easier Than You Think	Dec 14, 2022	Action DetectionActivity Detection	—Unverified
Contextual Explainable Video Representation: Human Perception-based Understanding	Dec 12, 2022	Action DetectionAction Recognition	CodeCode Available
BC-VAD: A Robust Bone Conduction Voice Activity Detection	Dec 6, 2022	Action DetectionActivity Detection	—Unverified
Proximal Gradient-Based Unfolding for Massive Random Access in IoT Networks	Dec 4, 2022	Action DetectionActivity Detection	—Unverified
Joint Estimation of Clustered User Activity and Correlated Channels with Unknown Covariance in mMTC	Nov 30, 2022	Action DetectionActivity Detection	—Unverified
Multi-timescale Event Detection in Nonintrusive Load Monitoring based on MDL Principle	Nov 19, 2022	Action DetectionActivity Detection	—Unverified
Token Turing Machines	Nov 16, 2022	Action DetectionActivity Detection	—Unverified
On using the UA-Speech and TORGO databases to validate automatic dysarthric speech classification approaches	Nov 16, 2022	Action DetectionActivity Detection	—Unverified
Two-stream Multi-dimensional Convolutional Network for Real-time Violence Detection	Nov 8, 2022	Action DetectionActivity Detection	—Unverified
OFDM-Based Massive Connectivity for LEO Satellite Internet of Things	Oct 31, 2022	Action DetectionActivity Detection	—Unverified
Target-Speaker Voice Activity Detection via Sequence-to-Sequence Prediction	Oct 28, 2022	Action DetectionActivity Detection	—Unverified
Random Utterance Concatenation Based Data Augmentation for Improving Short-video Speech Recognition	Oct 28, 2022	Action DetectionActivity Detection	—Unverified
Handwashing Action Detection System for an Autonomous Social Robot	Oct 27, 2022	Action DetectionAction Recognition	CodeCode Available

Show:10 25 50

← PrevPage 15 of 33Next →

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