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 551–600 of 817 papers

TitleStatusHype
Access Delay Constrained Activity Detection in Massive Random Access—0
A Circular Window-based Cascade Transformer for Online Action Detection—0
A Comprehensive Methodological Survey of Human Activity Recognition Across Divers Data Modalities—0
A Computer Vision Based Approach for Stalking Detection Using a CNN-LSTM-MLP Hybrid Fusion Model—0
ACT360: An Efficient 360-Degree Action Detection and Summarization Framework for Mission-Critical Training and Debriefing—0
Action Detection by Implicit Intentional Motion Clustering—0
Action Detection from a Robot-Car Perspective—0
Action Detection via an Image Diffusion Process—0
Actionness-Assisted Recognition of Actions—0
Actionness Estimation Using Hybrid Fully Convolutional Networks—0
ActionSpotter: Deep Reinforcement Learning Framework for Temporal Action Spotting in Videos—0
Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing—0
Activity Detection And Modeling Using Smart Meter Data: Concept And Case Studies—0
Activity Detection for Grant-Free NOMA in Massive IoT Networks—0
Activity Detection for Massive Random Access using Covariance-based Matching Pursuit—0
Activity Detection from Wearable Electromyogram Sensors using Hidden Markov Model—0
An Empirical Study on Activity Recognition in Long Surgical Videos—0
Activity Recognition with Moving Cameras and Few Training Examples: Applications for Detection of Autism-Related Headbanging—0
ACT-Net: Anchor-context Action Detection in Surgery Videos—0
Actor-Centric Relation Network—0
A Customer Level Fraudulent Activity Detection Benchmark for Enhancing Machine Learning Model Research and Evaluation—0
ADA-VAD: Unpaired Adversarial Domain Adaptation for Noise-Robust Voice Activity Detection—0
A deep learning approach for understanding natural language commands for mobile service robots—0
ADM-Loc: Actionness Distribution Modeling for Point-supervised Temporal Action Localization—0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression—0
Adversarial Seeded Sequence Growing for Weakly-Supervised Temporal Action Localization—0
A Flexible Framework for Grant-Free Random Access in Cell-Free Massive MIMO Systems—0
AFO-TAD: Anchor-free One-Stage Detector for Temporal Action Detection—0
Aggressive actions and anger detection from multiple modalities using Kinect—0
A Grammatical Compositional Model for Video Action Detection—0
A Hybrid Graph Network for Complex Activity Detection in Video—0
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee—0
AMTnet: Action-Micro-Tube Regression by End-to-end Trainable Deep Architecture—0
A Multi-Modal Transformer Network for Action Detection—0
A Multi-Stream Bi-Directional Recurrent Neural Network for Fine-Grained Action Detection—0
An Acoustic Emission Activity Detection Method based on Short-Term Waveform Features: Application to Metallic Components under Uniaxial Tensile Test—0
An AIoT-enabled Autonomous Dementia Monitoring System—0
An Automated Machine Learning Framework for Surgical Suturing Action Detection under Class Imbalance—0
An Effective-Efficient Approach for Dense Multi-Label Action Detection—0
An Efficient Active Set Algorithm for Covariance Based Joint Data and Activity Detection for Massive Random Access with Massive MIMO—0
An Efficient Algorithm for Device Detection and Channel Estimation in Asynchronous IoT Systems—0
An Efficient Spatio-Temporal Pyramid Transformer for Action Detection—0
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos—0
An end-to-end (deep) neural network applied to raw EEG, fNIRs and body motion data for data fusion and BCI classification task without any pre-/post-processing—0
An enhanced system for the detection and active cancellation of snoring signals—0
An Ensemble SVM-based Approach for Voice Activity Detection—0
A new network-based algorithm for human activity recognition in video—0
AnimalFormer: Multimodal Vision Framework for Behavior-based Precision Livestock Farming—0
Anomalous Event Recognition in Videos Based on Joint Learningof Motion and Appearance with Multiple Ranking Measures—0
Anomalous Sound Detection Based on Machine Activity Detection—0
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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