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 1–50 of 817 papers

TitleStatusHype
MultiHuman-Testbench: Benchmarking Image Generation for Multiple Humans—0
CBF-AFA: Chunk-Based Multi-SSL Fusion for Automatic Fluency Assessment—0
Distributed Activity Detection for Cell-Free Hybrid Near-Far Field Communications—0
Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation AlgorithmCode1
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion—0
Joint Activity Detection and Channel Estimation for Massive Connectivity: Where Message Passing Meets Score-Based Generative Priors—0
Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM—0
Robust Activity Detection for Massive Random Access—0
Improving endpoint detection in end-to-end streaming ASR for conversational speech—0
Multi-Stage Speaker Diarization for Noisy ClassroomsCode0
Beyond Pixels: Leveraging the Language of Soccer to Improve Spatio-Temporal Action Detection in Broadcast Videos—0
DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection TransformerCode1
Sensing Framework Design and Performance Optimization with Action Detection for ISCC—0
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection—0
MicroNAS: An Automated Framework for Developing a Fall Detection System—0
Scaling Open-Vocabulary Action DetectionCode0
FDDet: Frequency-Decoupling for Boundary Refinement in Temporal Action Detection—0
Context-Enhanced Memory-Refined Transformer for Online Action DetectionCode1
Temporal Action Detection Model Compression by Progressive Block Drop—0
Fast MLE and MAPE-Based Device Activity Detection for Grant-Free Access via PSCA and PSCA-Net—0
ACT360: An Efficient 360-Degree Action Detection and Summarization Framework for Mission-Critical Training and Debriefing—0
Federated Learning for Secure and Efficient Device Activity Detection in mMTC Networks—0
Lightweight Learning for Grant-Free Activity Detection in Cell-Free Massive MIMO Networks—0
Robust Learning-Based Sparse Recovery for Device Activity Detection in Grant-Free Random Access Cell-Free Massive MIMO: Enhancing Resilience to Impairments—0
CADDI: An in-Class Activity Detection Dataset using IMU data from low-cost sensors—0
Optimizing Large Language Models for ESG Activity Detection in Financial TextsCode0
OpenTAD: A Unified Framework and Comprehensive Study of Temporal Action DetectionCode3
Mixture of Experts-augmented Deep Unfolding for Activity Detection in IRS-aided Systems—0
Unveiling ECC Vulnerabilities: LSTM Networks for Operation Recognition in Side-Channel Attacks—0
Game State and Spatio-temporal Action Detection in Soccer using Graph Neural Networks and 3D Convolutional Networks—0
LLM-Enhanced Dialogue Management for Full-Duplex Spoken Dialogue Systems—0
FlexDuo: A Pluggable System for Enabling Full-Duplex Capabilities in Speech Dialogue Systems—0
VANPY: Voice Analysis FrameworkCode1
Unveiling the Power of Complex-Valued Transformers in Wireless Communications—0
DT4ECG: A Dual-Task Learning Framework for ECG-Based Human Identity Recognition and Human Activity Detection—0
Microphone Array Geometry Independent Multi-Talker Distant ASR: NTT System for the DASR Task of the CHiME-8 Challenge—0
When do they StOP?: A First Step Towards Automatically Identifying Team Communication in the Operating RoomCode0
An Automated Machine Learning Framework for Surgical Suturing Action Detection under Class Imbalance—0
Pre-Equalization Aided Grant-Free Massive Access in Massive MIMO SystemCode0
Preventing Rogue Agents Improves Multi-Agent CollaborationCode1
Deconstruct Complexity (DeComplex): A Novel Perspective on Tackling Dense Action Detection—0
Automatic detection and prediction of nAMD activity change in retinal OCT using Siamese networks and Wasserstein Distance for ordinalityCode0
Text-driven Online Action DetectionCode0
Training-Free Zero-Shot Temporal Action Detection with Vision-Language ModelsCode1
MS-Temba : Multi-Scale Temporal Mamba for Efficient Temporal Action DetectionCode1
Universal Speaker Embedding Free Target Speaker Extraction and Personal Voice Activity Detection—0
Noise-Robust Target-Speaker Voice Activity Detection Through Self-Supervised Pretraining—0
Fotheidil: an Automatic Transcription System for the Irish Language—0
Action-Agnostic Point-Level Supervision for Temporal Action DetectionCode0
Dataset for Real-World Human Action Detection Using FMCW mmWave Radar—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
10I3D + biGRU + VS-ST-MPNNmAP23.7—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