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

Showing 1–50 of 817 papers

TitleStatusHype
Moshi: a speech-text foundation model for real-time dialogueCode9
pyannote.audio: neural building blocks for speaker diarizationCode3
OpenTAD: A Unified Framework and Comprehensive Study of Temporal Action DetectionCode3
Efficient Video Action Detection with Token Dropout and Context RefinementCode3
Harnessing Temporal Causality for Advanced Temporal Action DetectionCode3
TriDet: Temporal Action Detection with Relative Boundary ModelingCode2
Temporal Action Detection with Structured Segment NetworksCode2
UniMD: Towards Unifying Moment Retrieval and Temporal Action DetectionCode2
Temporal Action Localization with Enhanced Instant DiscriminabilityCode2
Act3D: 3D Feature Field Transformers for Multi-Task Robotic ManipulationCode2
Colar: Effective and Efficient Online Action Detection by Consulting ExemplarsCode2
YOWOv2: A Stronger yet Efficient Multi-level Detection Framework for Real-time Spatio-temporal Action DetectionCode2
YOWOv3: An Efficient and Generalized Framework for Human Action Detection and RecognitionCode2
Structured Attention Composition for Temporal Action LocalizationCode2
audino: A Modern Annotation Tool for Audio and SpeechCode2
End-to-End Temporal Action Detection with 1B Parameters Across 1000 FramesCode2
TIM: A Time Interval Machine for Audio-Visual Action RecognitionCode2
End-to-End Semi-Supervised Learning for Video Action DetectionCode1
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal CorruptionsCode1
End-to-end speaker segmentation for overlap-aware resegmentationCode1
E2E-LOAD: End-to-End Long-form Online Action DetectionCode1
AViD Dataset: Anonymized Videos from Diverse CountriesCode1
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual ActionsCode1
BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control CommunicationsCode1
DyFADet: Dynamic Feature Aggregation for Temporal Action DetectionCode1
AV Taris: Online Audio-Visual Speech RecognitionCode1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
Actions as Moving PointsCode1
E^2TAD: An Energy-Efficient Tracking-based Action DetectorCode1
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action DetectionCode1
End-to-end Temporal Action Detection with TransformerCode1
Coupling Intent and Action for Pedestrian Crossing Behavior PredictionCode1
Continuous control with deep reinforcement learningCode1
DCAN: Improving Temporal Action Detection via Dual Context AggregationCode1
Context-Enhanced Memory-Refined Transformer for Online Action DetectionCode1
An Empirical Study of End-to-End Temporal Action DetectionCode1
Continual Transformers: Redundancy-Free Attention for Online InferenceCode1
DiffTAD: Temporal Action Detection with Proposal Denoising DiffusionCode1
CholecTriplet2021: A benchmark challenge for surgical action triplet recognitionCode1
Classification of Abnormal Hand Movement for Aiding in Autism Detection: Machine Learning StudyCode1
AOE-Net: Entities Interactions Modeling with Adaptive Attention Mechanism for Temporal Action Proposals GenerationCode1
An End-to-End Architecture for Keyword Spotting and Voice Activity DetectionCode1
A Multigrid Method for Efficiently Training Video ModelsCode1
Actor-Context-Actor Relation Network for Spatio-Temporal Action LocalizationCode1
Asynchronous Interaction Aggregation for Action DetectionCode1
A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vesselsCode1
Adapting Short-Term Transformers for Action Detection in Untrimmed VideosCode1
Action detection using a neural network elucidates the genetics of mouse grooming behaviorCode1
AVASpeech-SMAD: A Strongly Labelled Speech and Music Activity Detection Dataset with Label Co-OccurrenceCode1
A Hybrid CNN-BiLSTM Voice Activity DetectorCode1
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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