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 150 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
audino: A Modern Annotation Tool for Audio and SpeechCode2
UniMD: Towards Unifying Moment Retrieval and Temporal Action DetectionCode2
Temporal Action Detection with Structured Segment NetworksCode2
Act3D: 3D Feature Field Transformers for Multi-Task Robotic ManipulationCode2
TIM: A Time Interval Machine for Audio-Visual Action RecognitionCode2
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
Colar: Effective and Efficient Online Action Detection by Consulting ExemplarsCode2
End-to-End Temporal Action Detection with 1B Parameters Across 1000 FramesCode2
Temporal Action Localization with Enhanced Instant DiscriminabilityCode2
End-to-End Semi-Supervised Learning for Video Action DetectionCode1
E^2TAD: An Energy-Efficient Tracking-based Action DetectorCode1
End-to-end speaker segmentation for overlap-aware resegmentationCode1
DyFADet: Dynamic Feature Aggregation for Temporal Action DetectionCode1
Coupling Intent and Action for Pedestrian Crossing Behavior PredictionCode1
Continual Transformers: Redundancy-Free Attention for Online InferenceCode1
DCAN: Improving Temporal Action Detection via Dual Context AggregationCode1
DiffTAD: Temporal Action Detection with Proposal Denoising DiffusionCode1
DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection TransformerCode1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
Actions as Moving PointsCode1
A Hybrid CNN-BiLSTM Voice Activity DetectorCode1
E2E-LOAD: End-to-End Long-form Online Action DetectionCode1
End-to-end Temporal Action Detection with TransformerCode1
ChimpACT: A Longitudinal Dataset for Understanding Chimpanzee BehaviorsCode1
CBR-Net: Cascade Boundary Refinement Network for Action Detection: Submission to ActivityNet Challenge 2020 (Task 1)Code1
COMEDIAN: Self-Supervised Learning and Knowledge Distillation for Action Spotting using TransformersCode1
BMN: Boundary-Matching Network for Temporal Action Proposal GenerationCode1
AEI: Actors-Environment Interaction with Adaptive Attention for Temporal Action Proposals GenerationCode1
Brouhaha: multi-task training for voice activity detection, speech-to-noise ratio, and C50 room acoustics estimationCode1
Context-Aware RCNN: A Baseline for Action Detection in VideosCode1
AVASpeech-SMAD: A Strongly Labelled Speech and Music Activity Detection Dataset with Label Co-OccurrenceCode1
Classification of Abnormal Hand Movement for Aiding in Autism Detection: Machine Learning StudyCode1
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal CorruptionsCode1
BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control CommunicationsCode1
BSN: Boundary Sensitive Network for Temporal Action Proposal GenerationCode1
Actor-Context-Actor Relation Network for Spatio-Temporal Action LocalizationCode1
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual ActionsCode1
CholecTriplet2021: A benchmark challenge for surgical action triplet recognitionCode1
Adapting Short-Term Transformers for Action Detection in Untrimmed VideosCode1
Action detection using a neural network elucidates the genetics of mouse grooming behaviorCode1
Continuous control with deep reinforcement learningCode1
AViD Dataset: Anonymized Videos from Diverse CountriesCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STAR/LFrame-mAP 0.590.3Unverified
2SiAFrame-mAP 0.588.5Unverified
3YOWO + LFBFrame-mAP 0.587.3Unverified
4HITFrame-mAP 0.584.8Unverified
5HISAN (ResNet-101 + FPN)Video-mAP 0.282.3Unverified
6YOWOFrame-mAP 0.580.4Unverified
7Two-in-one Two StreamVideo-mAP 0.278.48Unverified
8MOCFrame-mAP 0.577.8Unverified
9Faster-RCNN + two-stream I3D convFrame-mAP 0.576.3Unverified
10Two-in-oneVideo-mAP 0.275.48Unverified
#ModelMetricClaimedVerifiedStatus
1SiAFrame-mAP 0.588.5Unverified
2HISAN (ResNet-101 + FPN)Video-mAP 0.287.59Unverified
3HITFrame-mAP 0.583.8Unverified
4HISAN (VGG-16)Frame-mAP 0.576.72Unverified
5DTSVideo-mAP 0.276.1Unverified
6YOWO + LFBFrame-mAP 0.575.7Unverified
7Two-in-one Two StreamVideo-mAP 0.574.74Unverified
8YOWOFrame-mAP 0.574.4Unverified
9MOCFrame-mAP 0.574Unverified
10Faster-RCNN + two-stream I3D convFrame-mAP 0.573.3Unverified
#ModelMetricClaimedVerifiedStatus
1TTMmAP28.79Unverified
2CTRNmAP27.8Unverified
3Coarse-Fine Networks (w/ self-supervised detection pretraining)mAP26.95Unverified
4UniMD+Sync. (RGB+Flow)mAP26.53Unverified
5PDAN (RGB+Flow)mAP26.5Unverified
6PATmAP26.5Unverified
7MS-TCT (RGB only)mAP25.4Unverified
83D ResNet-50 + super-events pretrained on AViDmAP25.2Unverified
9Coarse-Fine NetworksmAP25.1Unverified
10MLAD (RGB + Flow)mAP23.7Unverified
#ModelMetricClaimedVerifiedStatus
1MLADmAP51.5Unverified
2CTRNmAP51.2Unverified
3PDANmAP47.6Unverified
4TGMmAP46.4Unverified
5MS-TCT (RGB only)mAP43.1Unverified
6I3D + our super-eventmAP36.4Unverified
7Two-stream + LSTMmAP28.1Unverified
8Two-streammAP27.6Unverified
#ModelMetricClaimedVerifiedStatus
1Two-in-one Two StreamVideo-mAP 0.596.52Unverified
2DTSVideo-mAP 0.294.3Unverified
3Two-in-oneVideo-mAP 0.592.74Unverified
4T-CNNFrame-mAP 0.586.7Unverified
5MR-TS R-CNNFrame-mAP 0.584.52Unverified
6TS R-CNNFrame-mAP 0.582.3Unverified
7Action TubesFrame-mAP 0.568.1Unverified
#ModelMetricClaimedVerifiedStatus
1MAT (Ours) TransmAP71.6Unverified
2TadML-two streammAP59.7Unverified
3MAT (ours)mAP58.2Unverified
4TadML-rgbmAP53.46Unverified
#ModelMetricClaimedVerifiedStatus
1HITFrame-mAP 0.533.3Unverified
2SiAFrame-mAP 0.528.8Unverified
#ModelMetricClaimedVerifiedStatus
1MS-TCTFrame-mAP33.7Unverified
2PDANFrame-mAP32.7Unverified
#ModelMetricClaimedVerifiedStatus
1STCNNIoU0.14Unverified
2Two Stream NetworkIoU0.07Unverified
#ModelMetricClaimedVerifiedStatus
1STCNN-V2 (Vote decision)IoU0.52Unverified
2RGB and PRGBIoU0.35Unverified
#ModelMetricClaimedVerifiedStatus
1PATmAP44.6Unverified