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 226–250 of 817 papers

Title	Date	Tasks	Status	Score
SST: Single-Stream Temporal Action Proposals	Jul 1, 2017	Action DetectionTemporal Action Proposal Generation	CodeCode Available	5
Learning Spatio-Temporal Representation with Local and Global Diffusion	Jun 13, 2019	Action ClassificationAction Detection	CodeCode Available	5
Learning to Anonymize Faces for Privacy Preserving Action Detection	Mar 30, 2018	Action DetectionPrivacy Preserving	CodeCode Available	5
Centre Stage: Centricity-based Audio-Visual Temporal Action Detection	Nov 28, 2023	Action Detection	CodeCode Available	5
Cefdet: Cognitive Effectiveness Network Based on Fuzzy Inference for Action Detection	Oct 8, 2024	Action Detection	CodeCode Available	5
Learning to Discriminate Information for Online Action Detection	Dec 10, 2019	Action DetectionOnline Action Detection	CodeCode Available	5
JoVALE: Detecting Human Actions in Video Using Audiovisual and Language Contexts	Dec 18, 2024	Action DetectionDescriptive	CodeCode Available	5
Learning Latent Super-Events to Detect Multiple Activities in Videos	Dec 5, 2017	Action DetectionActivity Detection	CodeCode Available	5
Modality Distillation with Multiple Stream Networks for Action Recognition	Jun 19, 2018	Action ClassificationAction Detection	CodeCode Available	5
Human Activity Recognition: A Spatio-temporal Image Encoding of 3D Skeleton Data for Online Action Detection	Feb 8, 2020	Action DetectionActivity Recognition	CodeCode Available	5
Temporal Action Detection Using a Statistical Language Model	Jun 1, 2016	Action DetectionAction Recognition	CodeCode Available	5
Identifying Visible Actions in Lifestyle Vlogs	Jun 10, 2019	Action Detection	CodeCode Available	5
ActivityNet: A Large-Scale Video Benchmark for Human Activity Understanding	Jun 1, 2015	Action DetectionAction Recognition	CodeCode Available	5
Handwashing Action Detection System for an Autonomous Social Robot	Oct 27, 2022	Action DetectionAction Recognition	CodeCode Available	5
ABN: Agent-Aware Boundary Networks for Temporal Action Proposal Generation	Mar 16, 2022	Action DetectionTemporal Action Proposal Generation	CodeCode Available	5
Incremental Tube Construction for Human Action Detection	Apr 5, 2017	Action Detection	CodeCode Available	5
Boundary Discretization and Reliable Classification Network for Temporal Action Detection	Oct 10, 2023	Action Detection	CodeCode Available	5
Boundary-Denoising for Video Activity Localization	Apr 6, 2023	Action DetectionDecoder	CodeCode Available	5
Gan-Based Joint Activity Detection and Channel Estimation For Grant-free Random Access	Apr 4, 2022	Action DetectionActivity Detection	CodeCode Available	5
Graph Distillation for Action Detection with Privileged Modalities	Nov 30, 2017	Action ClassificationAction Detection	CodeCode Available	5
The Second DIHARD Diarization Challenge: Dataset, task, and baselines	Jun 18, 2019	Action DetectionActivity Detection	CodeCode Available	5
Fine-Grained Action Detection with RGB and Pose Information using Two Stream Convolutional Networks	Feb 6, 2023	Action ClassificationAction Detection	CodeCode Available	5
Fine-grained Activity Recognition in Baseball Videos	Apr 9, 2018	Action DetectionActivity Detection	CodeCode Available	5
Finding Action Tubes	Nov 21, 2014	Action Detectionobject-detection	CodeCode Available	5
A Convolutional Neural Network Smartphone App for Real-Time Voice Activity Detection	Feb 1, 2018	Action DetectionActivity Detection	CodeCode Available	5

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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