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 301–350 of 817 papers

TitleStatusHype
Distributed Optimization for Massive Connectivity—0
Distributed Activity Detection for Cell-Free Hybrid Near-Far Field Communications—0
A Time-Frequency based Suspicious Activity Detection for Anti-Money Laundering—0
Discovering Spatio-Temporal Action Tubes—0
A Temporal Simulator for Developing Turn-Taking Methods for Spoken Dialogue Systems—0
AFO-TAD: Anchor-free One-Stage Detector for Temporal Action Detection—0
DIHARD II is Still Hard: Experimental Results and Discussions from the DKU-LENOVO Team—0
DFTerNet: Towards 2-bit Dynamic Fusion Networks for Accurate Human Activity Recognition—0
Asynchronous Random Access in Massive MIMO Systems Facilitated by the Delay-Angle Domain—0
Device Detection and Channel Estimation in MTC with Correlated Activity Pattern—0
Device Activity Detection and Channel Estimation for Millimeter-Wave Massive MIMO—0
Detection of Object Throwing Behavior in Surveillance Videos—0
Deformable Tube Network for Action Detection in Videos—0
A Survey on Recent Advances of Computer Vision Algorithms for Egocentric Video—0
A Survey on Deep Learning-based Spatio-temporal Action Detection—0
A Flexible Framework for Grant-Free Random Access in Cell-Free Massive MIMO Systems—0
A Circular Window-based Cascade Transformer for Online Action Detection—0
Deep Learning for Encrypted Traffic Classification and Unknown Data Detection—0
Deep Learning for Detecting Multiple Space-Time Action Tubes in Videos—0
A Study on Action Detection in the Wild—0
Deep Learning for Asynchronous Massive Access with Data Frame Length Diversity—0
Deep Learning-Based Approach for User Activity Detection with Grant-Free Random Access in Cell-Free Massive MIMO—0
A Structured Model For Action Detection—0
Deep learning-based approaches for human motion decoding in smart walkers for rehabilitation—0
Deep Learning-based Action Detection in Untrimmed Videos: A Survey—0
A Stronger Baseline for Ego-Centric Action Detection—0
Deep Learning-Assisted Parallel Interference Cancellation for Grant-Free NOMA in Machine-Type Communication—0
whu-nercms at trecvid2021:instance search task—0
Adversarial Seeded Sequence Growing for Weakly-Supervised Temporal Action Localization—0
Actionness Estimation Using Hybrid Fully Convolutional Networks—0
Deconstruct Complexity (DeComplex): A Novel Perspective on Tackling Dense Action Detection—0
Decomposed Cross-modal Distillation for RGB-based Temporal Action Detection—0
Dealing with training and test segmentation mismatch: FBK@IWSLT2021—0
A Simple Model for Improving the Performance of the Stanford Parser for Action Detection in Textual Instructions—0
Dataset for Real-World Human Action Detection Using FMCW mmWave Radar—0
Data-aided Active User Detection with a User Activity Extraction Network for Grant-free SCMA Systems—0
A Semantic and Motion-Aware Spatiotemporal Transformer Network for Action Detection—0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression—0
Actionness-Assisted Recognition of Actions—0
Cutup and Detect: Human Fall Detection on Cutup Untrimmed Videos Using a Large Foundational Video Understanding Model—0
CTRN: Class-Temporal Relational Network for Action Detection—0
Array Configuration-Agnostic Personal Voice Activity Detection Based on Spatial Coherence—0
Cross-modal Supervision for Learning Active Speaker Detection in Video—0
Cross modal video representations for weakly supervised active speaker localization—0
Argus++: Robust Real-time Activity Detection for Unconstrained Video Streams with Overlapping Cube Proposals—0
ADM-Loc: Actionness Distribution Modeling for Point-supervised Temporal Action Localization—0
Cross-domain Voice Activity Detection with Self-Supervised Representations—0
Cross-Channel Attention-Based Target Speaker Voice Activity Detection: Experimental Results for M2MeT Challenge—0
Argus: Efficient Activity Detection System for Extended Video Analysis—0
Cooperative Multi-Cell Massive Access with Temporally Correlated Activity—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