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 501–550 of 817 papers

TitleStatusHype
Ultra-sensitive Flexible Sponge-Sensor Array for Muscle Activities Detection and Human Limb Motion Recognition—0
Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos—0
Uncertainty Guided Collaborative Training for Weakly Supervised Temporal Action Detection—0
Unconstrained Monocular 3D Human Pose Estimation by Action Detection and Cross-Modality Regression Forest—0
Understanding Policy and Technical Aspects of AI-Enabled Smart Video Surveillance to Address Public Safety—0
Unfolding Videos Dynamics via Taylor Expansion—0
Unified Graph Structured Models for Video Understanding—0
Union of Low-Rank Subspaces Detector—0
Universal Speaker Embedding Free Target Speaker Extraction and Personal Voice Activity Detection—0
Unsupervised Action Proposal Ranking through Proposal Recombination—0
Unsupervised Human Action Detection by Action Matching—0
Untrimmed Action Anticipation—0
Unveiling ECC Vulnerabilities: LSTM Networks for Operation Recognition in Side-Channel Attacks—0
Unveiling the Power of Complex-Valued Transformers in Wireless Communications—0
User Activity Detection and Channel Estimation of Spatially Correlated Channels via AMP in Massive MTC—0
User Activity Detection for Irregular Repetition Slotted Aloha based MMTC—0
User Activity Detection with Delay-Calibration for Asynchronous Massive Random Access—0
User Adaptive Restoration for Incorrectly-Segmented Utterances in Spoken Dialogue Systems—0
Using joint angles based on the international biomechanical standards for human action recognition and related tasks—0
USTC-NELSLIP System Description for DIHARD-III Challenge—0
VAD-free Streaming Hybrid CTC/Attention ASR for Unsegmented Recording—0
VADOI:Voice-Activity-Detection Overlapping Inference For End-to-end Long-form Speech Recognition—0
VAST: A Corpus of Video Annotation for Speech Technologies—0
Vessel Re-identification and Activity Detection in Thermal Domain for Maritime Surveillance—0
Video Action Detection: Analysing Limitations and Challenges—0
VideoCapsuleNet: A Simplified Network for Action Detection—0
Video Event Detection by Exploiting Word Dependencies from Image Captions—0
Video-guided Machine Translation with Spatial Hierarchical Attention Network—0
vireoJD-MM at Activity Detection in Extended Videos—0
Voice Activity Detection for Transient Noisy Environment Based on Diffusion Nets—0
Voice Activity Detection using Temporal Characteristics of Autocorrelation Lag and Maximum Spectral Amplitude in Sub-bands—0
VOXLINGUA107: A DATASET FOR SPOKEN LANGUAGE RECOGNITION—0
VSANet: Real-time Speech Enhancement Based on Voice Activity Detection and Causal Spatial Attention—0
Watch Only Once: An End-to-End Video Action Detection Framework—0
Weakly-Supervised Action Detection Guided by Audio Narration—0
Weakly Supervised Gaussian Networks for Action Detection—0
Whispy: Adapting STT Whisper Models to Real-Time Environments—0
WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos—0
You Ought to Look Around: Precise, Large Span Action Detection—0
ZEETAD: Adapting Pretrained Vision-Language Model for Zero-Shot End-to-End Temporal Action Detection—0
DASZL: Dynamic Action Signatures for Zero-shot Learning—0
Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning—0
A Proposed Artificial intelligence Model for Real-Time Human Action Localization and Tracking—0
ZSTAD: Zero-Shot Temporal Activity Detection—0
3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos—0
3rd party observer gaze as a continuous measure of dialogue flow—0
AAD: Adaptive Anomaly Detection through traffic surveillance videos—0
A Bin Encoding Training of a Spiking Neural Network-based Voice Activity Detection—0
A Boosting Algorithm for Positive-Unlabeled Learning—0
Accelerating Coordinate Descent via Active Set Selection for Device Activity Detection for Multi-Cell Massive Random Access—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