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 276–300 of 817 papers

Title	Date	Tasks	Status
SADA: Semantic adversarial unsupervised domain adaptation for Temporal Action Localization	Dec 20, 2023	Action DetectionAction Localization	CodeCode Available
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression	Dec 13, 2023	Action DetectionActivity Detection	—Unverified
Semi-supervised Active Learning for Video Action Detection	Dec 12, 2023	Action DetectionActive Learning	CodeCode Available
Spatiotemporal Event Graphs for Dynamic Scene Understanding	Dec 11, 2023	Action DetectionActivity Detection	—Unverified
Low-power, Continuous Remote Behavioral Localization with Event Cameras	Dec 6, 2023	Action Detection	—Unverified
Towards More Practical Group Activity Detection: A New Benchmark and Model	Dec 5, 2023	Action DetectionActivity Detection	—Unverified
SPIRE-SIES: A Spontaneous Indian English Speech Corpus	Dec 1, 2023	Action DetectionActivity Detection	—Unverified
Centre Stage: Centricity-based Audio-Visual Temporal Action Detection	Nov 28, 2023	Action Detection	CodeCode Available
ADM-Loc: Actionness Distribution Modeling for Point-supervised Temporal Action Localization	Nov 27, 2023	Action ClassificationAction Detection	—Unverified
Introducing SSBD+ Dataset with a Convolutional Pipeline for detecting Self-Stimulatory Behaviours in Children using raw videos	Nov 25, 2023	Action Detection	—Unverified
Combatting Human Trafficking in the Cyberspace: A Natural Language Processing-Based Methodology to Analyze the Language in Online Advertisements	Nov 22, 2023	Action DetectionActivity Detection	—Unverified
ZEETAD: Adapting Pretrained Vision-Language Model for Zero-Shot End-to-End Temporal Action Detection	Nov 1, 2023	Action DetectionClassification	—Unverified
A Hybrid Graph Network for Complex Activity Detection in Video	Oct 26, 2023	Action DetectionActivity Detection	—Unverified
Prompt-driven Target Speech Diarization	Oct 23, 2023	Action DetectionActivity Detection	—Unverified
Device Detection and Channel Estimation in MTC with Correlated Activity Pattern	Oct 23, 2023	Action DetectionActivity Detection	—Unverified
POTLoc: Pseudo-Label Oriented Transformer for Point-Supervised Temporal Action Localization	Oct 20, 2023	Action DetectionAction Localization	—Unverified
Enhancing Illicit Activity Detection using XAI: A Multimodal Graph-LLM Framework	Oct 20, 2023	Action DetectionActivity Detection	—Unverified
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation	Oct 18, 2023	Action DetectionActivity Detection	—Unverified
Hierarchical MTC User Activity Detection and Channel Estimation with Unknown Spatial Covariance	Oct 16, 2023	Action DetectionActivity Detection	—Unverified
End-to-end Online Speaker Diarization with Target Speaker Tracking	Oct 12, 2023	Action DetectionActivity Detection	—Unverified
VSANet: Real-time Speech Enhancement Based on Voice Activity Detection and Causal Spatial Attention	Oct 11, 2023	Action DetectionActivity Detection	—Unverified
Boundary Discretization and Reliable Classification Network for Temporal Action Detection	Oct 10, 2023	Action Detection	CodeCode Available
ACT-Net: Anchor-context Action Detection in Surgery Videos	Oct 5, 2023	Action DetectionDenoising	—Unverified
A Grammatical Compositional Model for Video Action Detection	Oct 4, 2023	Action DetectionHuman Dynamics	—Unverified
PP-MeT: a Real-world Personalized Prompt based Meeting Transcription System	Sep 28, 2023	Action DetectionActivity Detection	—Unverified

Show:10 25 50

← PrevPage 12 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