SOTAVerified

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

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Showing 701–750 of 817 papers

TitleStatusHype
Distributed Activity Detection for Cell-Free Hybrid Near-Far Field Communications—0
Distributed Optimization for Massive Connectivity—0
DOAD: Decoupled One Stage Action Detection Network—0
Double-Sided Information Aided Temporal-Correlated Massive Access—0
DT4ECG: A Dual-Task Learning Framework for ECG-Based Human Identity Recognition and Human Activity Detection—0
Dual DETRs for Multi-Label Temporal Action Detection—0
Dynamic Temporal Pyramid Network: A Closer Look at Multi-Scale Modeling for Activity Detection—0
Early Detection of In-Memory Malicious Activity based on Run-time Environmental Features—0
Effective Abnormal Activity Detection on Multivariate Time Series Healthcare Data—0
Efficient Action Detection in Untrimmed Videos via Multi-Task Learning—0
Efficient Activity Detection in Untrimmed Video with Max-Subgraph Search—0
Egocentric Deep Multi-Channel Audio-Visual Active Speaker Localization—0
Ego-Only: Egocentric Action Detection without Exocentric Transferring—0
EgoOops: A Dataset for Mistake Action Detection from Egocentric Videos with Procedural Texts—0
EML Online Speech Activity Detection for the Fearless Steps Challenge Phase-III—0
EMO\&LY (EMOtion and AnomaLY) : A new corpus for anomaly detection in an audiovisual stream with emotional context.—0
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream—0
Encoding Based Saliency Detection for Videos and Images—0
End-Point Detection with State Transition Model based on Chunk-Wise Classification—0
End-to-end Audiovisual Speech Activity Detection with Bimodal Recurrent Neural Models—0
End-to-End Automatic Speech Recognition Integrated With CTC-Based Voice Activity Detection—0
End-to-End Dereverberation, Beamforming, and Speech Recognition with Improved Numerical Stability and Advanced Frontend—0
End-to-End Integration of Speech Separation and Voice Activity Detection for Low-Latency Diarization of Telephone Conversations—0
End-to-end Online Speaker Diarization with Target Speaker Tracking—0
End-to-End Spatio-Temporal Action Localisation with Video Transformers—0
Enhancing Illicit Activity Detection using XAI: A Multimodal Graph-LLM Framework—0
ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarios—0
ESAD: Endoscopic Surgeon Action Detection Dataset—0
EUDAMU at SemEval-2017 Task 11: Action Ranking and Type Matching for End-User Development—0
Evaluation of real-time transcriptions using end-to-end ASR models—0
Multi-Channel Speaker Verification for Single and Multi-talker Speech—0
Exploring Temporal Context and Human Movement Dynamics for Online Action Detection in Videos—0
Extensible Hierarchical Method of Detecting Interactive Actions for Video Understanding—0
FAD-SAR: A Novel Fishing Activity Detection System via Synthetic Aperture Radar Images Based on Deep Learning Method—0
Fast Action Proposals for Human Action Detection and Search—0
Faster Activity and Data Detection in Massive Random Access: A Multi-armed Bandit Approach—0
Faster-TAD: Towards Temporal Action Detection with Proposal Generation and Classification in a Unified Network—0
Fast Low-parameter Video Activity Localization in Collaborative Learning Environments—0
Fast MLE and MAPE-Based Device Activity Detection for Grant-Free Access via PSCA and PSCA-Net—0
Fast Optical Flow using Dense Inverse Search—0
Fast Temporal Activity Proposals for Efficient Detection of Human Actions in Untrimmed Videos—0
FDDet: Frequency-Decoupling for Boundary Refinement in Temporal Action Detection—0
Federated Learning for Secure and Efficient Device Activity Detection in mMTC Networks—0
Finding Action Tubes with a Sparse-to-Dense Framework—0
Fine-grained Activities of People Worldwide—0
FlexDuo: A Pluggable System for Enabling Full-Duplex Capabilities in Speech Dialogue Systems—0
Follow the Attention: Combining Partial Pose and Object Motion for Fine-Grained Action Detection—0
Fotheidil: an Automatic Transcription System for the Irish Language—0
Frequency domain TRINICON-based blind source separation method with multi-source activity detection for sparsely mixed signals—0
FunASR: A Fundamental End-to-End Speech Recognition Toolkit—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STAR/LFrame-mAP 0.590.3—Unverified
2SiAFrame-mAP 0.588.5—Unverified
3YOWO + LFBFrame-mAP 0.587.3—Unverified
4HITFrame-mAP 0.584.8—Unverified
5HISAN (ResNet-101 + FPN)Video-mAP 0.282.3—Unverified
6YOWOFrame-mAP 0.580.4—Unverified
7Two-in-one Two StreamVideo-mAP 0.278.48—Unverified
8MOCFrame-mAP 0.577.8—Unverified
9Faster-RCNN + two-stream I3D convFrame-mAP 0.576.3—Unverified
10Two-in-oneVideo-mAP 0.275.48—Unverified
#ModelMetricClaimedVerifiedStatus
1SiAFrame-mAP 0.588.5—Unverified
2HISAN (ResNet-101 + FPN)Video-mAP 0.287.59—Unverified
3HITFrame-mAP 0.583.8—Unverified
4HISAN (VGG-16)Frame-mAP 0.576.72—Unverified
5DTSVideo-mAP 0.276.1—Unverified
6YOWO + LFBFrame-mAP 0.575.7—Unverified
7Two-in-one Two StreamVideo-mAP 0.574.74—Unverified
8YOWOFrame-mAP 0.574.4—Unverified
9MOCFrame-mAP 0.574—Unverified
10Faster-RCNN + two-stream I3D convFrame-mAP 0.573.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TTMmAP28.79—Unverified
2CTRNmAP27.8—Unverified
3Coarse-Fine Networks (w/ self-supervised detection pretraining)mAP26.95—Unverified
4UniMD+Sync. (RGB+Flow)mAP26.53—Unverified
5PDAN (RGB+Flow)mAP26.5—Unverified
6PATmAP26.5—Unverified
7MS-TCT (RGB only)mAP25.4—Unverified
83D ResNet-50 + super-events pretrained on AViDmAP25.2—Unverified
9Coarse-Fine NetworksmAP25.1—Unverified
10MLAD (RGB + Flow)mAP23.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MLADmAP51.5—Unverified
2CTRNmAP51.2—Unverified
3PDANmAP47.6—Unverified
4TGMmAP46.4—Unverified
5MS-TCT (RGB only)mAP43.1—Unverified
6I3D + our super-eventmAP36.4—Unverified
7Two-stream + LSTMmAP28.1—Unverified
8Two-streammAP27.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Two-in-one Two StreamVideo-mAP 0.596.52—Unverified
2DTSVideo-mAP 0.294.3—Unverified
3Two-in-oneVideo-mAP 0.592.74—Unverified
4T-CNNFrame-mAP 0.586.7—Unverified
5MR-TS R-CNNFrame-mAP 0.584.52—Unverified
6TS R-CNNFrame-mAP 0.582.3—Unverified
7Action TubesFrame-mAP 0.568.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MAT (Ours) TransmAP71.6—Unverified
2TadML-two streammAP59.7—Unverified
3MAT (ours)mAP58.2—Unverified
4TadML-rgbmAP53.46—Unverified
#ModelMetricClaimedVerifiedStatus
1HITFrame-mAP 0.533.3—Unverified
2SiAFrame-mAP 0.528.8—Unverified
#ModelMetricClaimedVerifiedStatus
1MS-TCTFrame-mAP33.7—Unverified
2PDANFrame-mAP32.7—Unverified
#ModelMetricClaimedVerifiedStatus
1STCNNIoU0.14—Unverified
2Two Stream NetworkIoU0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1STCNN-V2 (Vote decision)IoU0.52—Unverified
2RGB and PRGBIoU0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1PATmAP44.6—Unverified