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
Temporal Divide-and-Conquer Anomaly Actions Localization in Semi-Supervised Videos with Hierarchical Transformer—0
Spatio-Temporal Event Segmentation and Localization for Wildlife Extended Videos—0
Temporal-Needle: A view and appearance invariant video descriptor—0
Temporal Structure Mining for Weakly Supervised Action Detection—0
Temporarily-Aware Context Modelling using Generative Adversarial Networks for Speech Activity Detection—0
Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations—0
P2ANet: A Dataset and Benchmark for Dense Action Detection from Table Tennis Match Broadcasting Videos—0
The AFRL IWSLT 2020 Systems: Work-From-Home Edition—0
The Cohort and Speechify Libraries for Rapid Construction of Speech Enabled Applications for Android—0
The CUHK-TENCENT speaker diarization system for the ICASSP 2022 multi-channel multi-party meeting transcription challenge—0
The DKU-DukeECE Diarization System for the VoxCeleb Speaker Recognition Challenge 2022—0
The DKU-DukeECE-Lenovo System for the Diarization Task of the 2021 VoxCeleb Speaker Recognition Challenge—0
The DKU-MSXF Diarization System for the VoxCeleb Speaker Recognition Challenge 2023—0
The HUAWEI Speaker Diarisation System for the VoxCeleb Speaker Diarisation Challenge—0
The Impact of Silence on Speech Anti-Spoofing—0
The JHU Multi-Microphone Multi-Speaker ASR System for the CHiME-6 Challenge—0
The Kriston AI System for the VoxCeleb Speaker Recognition Challenge 2022—0
The Newsbridge -Telecom SudParis VoxCeleb Speaker Recognition Challenge 2022 System Description—0
The RATS Collection: Supporting HLT Research with Degraded Audio Data—0
The SAFE-T Corpus: A New Resource for Simulated Public Safety Communications—0
The SARAS Endoscopic Surgeon Action Detection (ESAD) dataset: Challenges and methods—0
The "Sound of Silence" in EEG -- Cognitive voice activity detection—0
The Speed Submission to DIHARD II: Contributions & Lessons Learned—0
The Stackelberg Equilibrium for One-sided Zero-sum Partially Observable Stochastic Games—0
The Use of Video Captioning for Fostering Physical Activity—0
The USTC-Ximalaya system for the ICASSP 2022 multi-channel multi-party meeting transcription (M2MeT) challenge—0
The VVAD-LRS3 Dataset for Visual Voice Activity Detection—0
"This is Houston. Say again, please". The Behavox system for the Apollo-11 Fearless Steps Challenge (phase II)—0
Three Birds with One Stone: Multi-Task Temporal Action Detection via Recycling Temporal Annotations—0
Time and Frequency Network for Human Action Detection in Videos—0
Token Turing Machines—0
TORNADO: A Spatio-Temporal Convolutional Regression Network for Video Action Proposal—0
Towards Efficient Coarse-to-Fine Networks for Action and Gesture Recognition—0
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations—0
Towards More Practical Group Activity Detection: A New Benchmark and Model—0
Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM—0
Trajectory-User Linking Is Easier Than You Think—0
Transcribe-to-Diarize: Neural Speaker Diarization for Unlimited Number of Speakers using End-to-End Speaker-Attributed ASR—0
Transferable Adversarial Attacks against ASR—0
Transition Forests: Learning Discriminative Temporal Transitions for Action Recognition and Detection—0
TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval—0
Tri-axial Self-Attention for Concurrent Activity Recognition—0
TSUP Speaker Diarization System for Conversational Short-phrase Speaker Diarization Challenge—0
Two-stream Multi-dimensional Convolutional Network for Real-time Violence Detection—0
Two Stream Network for Stroke Detection in Table Tennis—0
Two-Stream Region Convolutional 3D Network for Temporal Activity Detection—0
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
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All datasetsUCF101-24J-HMDBCharadesMulti-THUMOSUCF SportsTHUMOS' 14MultiSportsTSUTTStroke-21 ME21TTStroke-21 ME22MultiTHUMOS

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