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 751800 of 817 papers

TitleStatusHype
Untrimmed Video Classification for Activity Detection: submission to ActivityNet ChallengeCode0
When do they StOP?: A First Step Towards Automatically Identifying Team Communication in the Operating RoomCode0
Dual Attention in Time and Frequency Domain for Voice Activity DetectionCode0
Pre-Equalization Aided Grant-Free Massive Access in Massive MIMO SystemCode0
Incremental Tube Construction for Human Action DetectionCode0
Speaker Embedding-aware Neural Diarization for Flexible Number of Speakers with Textual InformationCode0
Progression-Guided Temporal Action Detection in VideosCode0
ACDnet: An action detection network for real-time edge computing based on flow-guided feature approximation and memory aggregationCode0
A flexible model for training action localization with varying levels of supervisionCode0
A Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement LearningCode0
A Pursuit of Temporal Accuracy in General Activity DetectionCode0
Identifying Visible Actions in Lifestyle VlogsCode0
Protest Activity Detection and Perceived Violence Estimation from Social Media ImagesCode0
The Instantaneous Accuracy: a Novel Metric for the Problem of Online Human Behaviour Recognition in Untrimmed VideosCode0
Human Activity Recognition: A Spatio-temporal Image Encoding of 3D Skeleton Data for Online Action DetectionCode0
Pyramid Region-based Slot Attention Network for Temporal Action Proposal GenerationCode0
Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action RecognitionCode0
Sports Video: Fine-Grained Action Detection and Classification of Table Tennis Strokes from Videos for MediaEval 2021Code0
RALACs: Action Recognition in Autonomous Vehicles using Interaction Encoding and Optical FlowCode0
Sport Task: Fine Grained Action Detection and Classification of Table Tennis Strokes from Videos for MediaEval 2022Code0
Discovering Multi-Label Actor-Action Association in a Weakly Supervised SettingCode0
Decoupling Localization and Classification in Single Shot Temporal Action DetectionCode0
R-C3D: Region Convolutional 3D Network for Temporal Activity DetectionCode0
Tube Convolutional Neural Network (T-CNN) for Action Detection in VideosCode0
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk AssessmentCode0
Handwashing Action Detection System for an Autonomous Social RobotCode0
Real-Time Action Detection in Video Surveillance using Sub-Action Descriptor with Multi-CNNCode0
SST: Single-Stream Temporal Action ProposalsCode0
Stable Mean Teacher for Semi-supervised Video Action DetectionCode0
Graph Distillation for Action Detection with Privileged ModalitiesCode0
Video action detection by learning graph-based spatio-temporal interactionsCode0
Dance with Flow: Two-in-One Stream Action DetectionCode0
Two-Stream AMTnet for Action DetectionCode0
A Convolutional Neural Network Smartphone App for Real-Time Voice Activity DetectionCode0
Refining Action Boundaries for One-stage DetectionCode0
STEP: Spatio-Temporal Progressive Learning for Video Action DetectionCode0
CycleACR: Cycle Modeling of Actor-Context Relations for Video Action DetectionCode0
Gan-Based Joint Activity Detection and Channel Estimation For Grant-free Random AccessCode0
Fine-Grained Classroom Activity Detection from Audio with Neural NetworksCode0
RespVAD: Voice Activity Detection via Video-Extracted Respiration PatternsCode0
Rethinking Online Action Detection in Untrimmed Videos: A Novel Online Evaluation ProtocolCode0
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video ClassificationCode0
Review of Action Recognition and Detection MethodsCode0
Actor Conditioned Attention Maps for Video Action DetectionCode0
Contextual Explainable Video Representation: Human Perception-based UnderstandingCode0
Fine-grained Activity Recognition in Baseball VideosCode0
Fine-Grained Action Detection with RGB and Pose Information using Two Stream Convolutional NetworksCode0
Structure-Aware Convolutional Neural NetworksCode0
SoccerDB: A Large-Scale Database for Comprehensive Video UnderstandingCode0
Finding Action TubesCode0
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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