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 251–300 of 817 papers

TitleStatusHype
EgoOops: A Dataset for Mistake Action Detection from Egocentric Videos with Procedural Texts—0
EML Online Speech Activity Detection for the Fearless Steps Challenge Phase-III—0
EMO\&LY (EMOtion and AnomaLY) : A new corpus for anomaly detection in an audiovisual stream with emotional context.—0
A Hybrid Graph Network for Complex Activity Detection in Video—0
ContextDet: Temporal Action Detection with Adaptive Context Aggregation—0
A Customer Level Fraudulent Activity Detection Benchmark for Enhancing Machine Learning Model Research and Evaluation—0
Context-aware Proposal Network for Temporal Action Detection—0
Computer-Aided Automated Detection of Gene-Controlled Social Actions of Drosophila—0
An Ultra-low Power RNN Classifier for Always-On Voice Wake-Up Detection Robust to Real-World Scenarios—0
Computational Graph Approach for Detection of Composite Human Activities—0
A Novel Online Action Detection Framework from Untrimmed Video Streams—0
Action Detection from a Robot-Car Perspective—0
Comprehensive Instructional Video Analysis: The COIN Dataset and Performance Evaluation—0
Compositional Structure Learning for Action Understanding—0
A Novel Approach for Robust Multi Human Action Recognition and Summarization based on 3D Convolutional Neural Networks—0
Comparative Analysis of Personalized Voice Activity Detection Systems: Assessing Real-World Effectiveness—0
Comparative Analysis of Deep Learning Approaches for Harmful Brain Activity Detection Using EEG—0
A Novel Approach for Human Action Recognition from Silhouette Images—0
Combination of Deep Speaker Embeddings for Diarisation—0
A Nonparametric Model for Multimodal Collaborative Activities Summarization—0
Combatting Human Trafficking in the Cyberspace: A Natural Language Processing-Based Methodology to Analyze the Language in Online Advertisements—0
Anomalous Sound Detection Based on Machine Activity Detection—0
Action Detection by Implicit Intentional Motion Clustering—0
Accelerating Coordinate Descent via Active Set Selection for Device Activity Detection for Multi-Cell Massive Random Access—0
Hierarchical Graph-RNNs for Action Detection of Multiple Activities—0
COIN: A Large-scale Dataset for Comprehensive Instructional Video Analysis—0
Anomalous Event Recognition in Videos Based on Joint Learningof Motion and Appearance with Multiple Ranking Measures—0
A Boosting Algorithm for Positive-Unlabeled Learning—0
CLIP-VAD: Exploiting Vision-Language Models for Voice Activity Detection—0
Class Semantics-based Attention for Action Detection—0
AnimalFormer: Multimodal Vision Framework for Behavior-based Precision Livestock Farming—0
3rd party observer gaze as a continuous measure of dialogue flow—0
Classification Matters: Improving Video Action Detection with Class-Specific Attention—0
Self-supervised New Activity Detection in Sensor-based Smart Environments—0
A new network-based algorithm for human activity recognition in video—0
An Ensemble SVM-based Approach for Voice Activity Detection—0
ACT-Net: Anchor-context Action Detection in Surgery Videos—0
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices—0
Channel-Combination Algorithms for Robust Distant Voice Activity and Overlapped Speech Detection—0
CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization—0
An enhanced system for the detection and active cancellation of snoring signals—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
Activity Recognition with Moving Cameras and Few Training Examples: Applications for Detection of Autism-Related Headbanging—0
CBF-AFA: Chunk-Based Multi-SSL Fusion for Automatic Fluency Assessment—0
Cascaded Boundary Regression for Temporal Action Detection—0
CADDI: An in-Class Activity Detection Dataset using IMU data from low-cost sensors—0
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos—0
Hand Action Detection from Ego-centric Depth Sequences with Error-correcting Hough Transform—0
C3PO: Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing—0
Building Accurate Low Latency ASR for Streaming Voice Search—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