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 101150 of 817 papers

TitleStatusHype
ROAD: The ROad event Awareness Dataset for Autonomous DrivingCode1
Semi-Supervised Temporal Action Detection with Proposal-Free MaskingCode1
SoccerNet: A Scalable Dataset for Action Spotting in Soccer VideosCode1
Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation AlgorithmCode1
A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vesselsCode1
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action DetectionCode1
BSN: Boundary Sensitive Network for Temporal Action Proposal GenerationCode1
DyFADet: Dynamic Feature Aggregation for Temporal Action DetectionCode1
ETAD: Training Action Detection End to End on a LaptopCode1
Proposal-Free Temporal Action Detection via Global Segmentation Mask LearningCode1
Coupling Intent and Action for Pedestrian Crossing Behavior PredictionCode1
COMEDIAN: Self-Supervised Learning and Knowledge Distillation for Action Spotting using TransformersCode1
Asynchronous Interaction Aggregation for Action DetectionCode1
Towards High-Quality Temporal Action Detection with Sparse ProposalsCode1
Actions as Moving PointsCode1
Continuous control with deep reinforcement learningCode1
TubeR: Tubelet Transformer for Video Action DetectionCode1
DCAN: Improving Temporal Action Detection via Dual Context AggregationCode1
Video Representation Learning with Visual Tempo ConsistencyCode1
AViD Dataset: Anonymized Videos from Diverse CountriesCode1
WASE: Learning When to Attend for Speaker Extraction in Cocktail Party EnvironmentsCode1
Weakly-Supervised Temporal Action Detection for Fine-Grained Videos with Hierarchical Atomic ActionsCode1
A Hybrid CNN-BiLSTM Voice Activity DetectorCode1
WiFi CSI Based Temporal Activity Detection via Dual Pyramid NetworkCode1
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
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual ActionsCode1
Context-Enhanced Memory-Refined Transformer for Online Action DetectionCode1
DiffTAD: Temporal Action Detection with Proposal Denoising DiffusionCode1
AV Taris: Online Audio-Visual Speech RecognitionCode1
ActionSwitch: Class-agnostic Detection of Simultaneous Actions in Streaming VideosCode1
Continual Transformers: Redundancy-Free Attention for Online InferenceCode1
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action DetectionCode1
A Multigrid Method for Efficiently Training Video ModelsCode1
Brouhaha: multi-task training for voice activity detection, speech-to-noise ratio, and C50 room acoustics estimationCode1
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
A Multi-Person Video Dataset Annotation Method of Spatio-Temporally ActionsCode1
Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action DetectionCode1
LSTC: Boosting Atomic Action Detection with Long-Short-Term ContextCode1
End-to-End Semi-Supervised Learning for Video Action DetectionCode1
End-to-end speaker segmentation for overlap-aware resegmentationCode1
Exploiting Temporal Side Information in Massive IoT ConnectivityCode1
Exploiting VLM Localizability and Semantics for Open Vocabulary Action DetectionCode1
FineAction: A Fine-Grained Video Dataset for Temporal Action LocalizationCode1
BMN: Boundary-Matching Network for Temporal Action Proposal GenerationCode1
A Hybrid Graph Network for Complex Activity Detection in Video0
Automatic Speech Recognition for Hindi0
Automated speech tools for helping communities process restricted-access corpora for language revival efforts0
ActionSpotter: Deep Reinforcement Learning Framework for Temporal Action Spotting in Videos0
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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