SOTAVerified

Activity Recognition

Human Activity Recognition is the problem of identifying events performed by humans given a video input. It is formulated as a binary (or multiclass) classification problem of outputting activity class labels. Activity Recognition is an important problem with many societal applications including smart surveillance, video search/retrieval, intelligent robots, and other monitoring systems.

Source: Learning Latent Sub-events in Activity Videos Using Temporal Attention Filters

Papers

Showing 391400 of 1322 papers

TitleStatusHype
A Multi-Task Deep Learning Approach for Sensor-based Human Activity Recognition and Segmentation0
Activity recognition from videos with parallel hypergraph matching on GPUs0
BAR: Bayesian Activity Recognition using variational inference0
Balancing Privacy and Action Performance: A Penalty-Driven Approach to Image Anonymization0
A Multi-Stream Convolutional Neural Network Framework for Group Activity Recognition0
Balancing Continual Learning and Fine-tuning for Human Activity Recognition0
Background Knowledge Injection for Interpretable Sequence Classification0
A Multi-Modal Explainability Approach for Human-Aware Robots in Multi-Party Conversation0
Activity Recognition From Newborn Resuscitation Videos0
A Comprehensive Overview on UWB Radar: Applications, Standards, Signal Processing Techniques, Datasets, Radio Chips, Trends and Future Research Directions0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Structured Keypoint PoolingAccuracy93.4Unverified
2Semi-Supervised Hard Attention (SSHA); pretrained on Deepmind Kinetics datasetAccuracy90.4Unverified
3Human Skeletons + Change DetectionAccuracy90.25Unverified
4Separable Convolutional LSTMAccuracy89.75Unverified
5SPIL ConvolutionAccuracy89.3Unverified
6Flow Gated NetworkAccuracy87.25Unverified
#ModelMetricClaimedVerifiedStatus
1FocusCLIPTop-3 Accuracy (%)10.47Unverified
2CLIPTop-3 Accuracy (%)6.49Unverified
#ModelMetricClaimedVerifiedStatus
1Boutaleb et al.1:1 Accuracy97.91Unverified
#ModelMetricClaimedVerifiedStatus
1all-landmark-modelActivity Recognition0.76Unverified