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 576–600 of 817 papers

Title	Date	Tasks	Status
Adversarial Seeded Sequence Growing for Weakly-Supervised Temporal Action Localization	Aug 7, 2019	Action DetectionAction Localization	—Unverified
A Flexible Framework for Grant-Free Random Access in Cell-Free Massive MIMO Systems	Nov 14, 2024	Action DetectionActivity Detection	—Unverified
AFO-TAD: Anchor-free One-Stage Detector for Temporal Action Detection	Oct 18, 2019	Action Detectionobject-detection	—Unverified
Aggressive actions and anger detection from multiple modalities using Kinect	Jul 5, 2016	Action Detection	—Unverified
A Grammatical Compositional Model for Video Action Detection	Oct 4, 2023	Action DetectionHuman Dynamics	—Unverified
A Hybrid Graph Network for Complex Activity Detection in Video	Oct 26, 2023	Action DetectionActivity Detection	—Unverified
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee	Jun 19, 2021	Action DetectionActivity Detection	—Unverified
AMTnet: Action-Micro-Tube Regression by End-to-end Trainable Deep Architecture	Apr 17, 2017	Action DetectionRegion Proposal	—Unverified
A Multi-Modal Transformer Network for Action Detection	May 31, 2023	Action DetectionOptical Flow Estimation	—Unverified
A Multi-Stream Bi-Directional Recurrent Neural Network for Fine-Grained Action Detection	Jun 1, 2016	Action DetectionAction Recognition	—Unverified
An Acoustic Emission Activity Detection Method based on Short-Term Waveform Features: Application to Metallic Components under Uniaxial Tensile Test	Jun 26, 2019	Action DetectionActivity Detection	—Unverified
An AIoT-enabled Autonomous Dementia Monitoring System	Jul 2, 2022	Action DetectionActivity Detection	—Unverified
An Automated Machine Learning Framework for Surgical Suturing Action Detection under Class Imbalance	Feb 10, 2025	Action Detection	—Unverified
An Effective-Efficient Approach for Dense Multi-Label Action Detection	Jun 10, 2024	Action Detection	—Unverified
An Efficient Active Set Algorithm for Covariance Based Joint Data and Activity Detection for Massive Random Access with Massive MIMO	Feb 6, 2021	Action DetectionActivity Detection	—Unverified
An Efficient Algorithm for Device Detection and Channel Estimation in Asynchronous IoT Systems	Oct 20, 2020	Action DetectionActivity Detection	—Unverified
An Efficient Spatio-Temporal Pyramid Transformer for Action Detection	Jul 21, 2022	Action DetectionVideo Understanding	—Unverified
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos	Nov 30, 2017	Action DetectionAction Segmentation	—Unverified
An end-to-end (deep) neural network applied to raw EEG, fNIRs and body motion data for data fusion and BCI classification task without any pre-/post-processing	Jul 17, 2019	Action DetectionActivity Recognition	—Unverified
An enhanced system for the detection and active cancellation of snoring signals	Jul 31, 2023	Action DetectionActivity Detection	—Unverified
An Ensemble SVM-based Approach for Voice Activity Detection	Feb 5, 2019	Action DetectionActivity Detection	—Unverified
A new network-based algorithm for human activity recognition in video	Feb 21, 2015	Action DetectionActivity Detection	—Unverified
AnimalFormer: Multimodal Vision Framework for Behavior-based Precision Livestock Farming	Jun 14, 2024	Action DetectionActivity Detection	—Unverified
Anomalous Event Recognition in Videos Based on Joint Learningof Motion and Appearance with Multiple Ranking Measures	Feb 2, 2021	Action DetectionActivity Detection	—Unverified
Anomalous Sound Detection Based on Machine Activity Detection	Apr 15, 2022	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	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