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 531540 of 1322 papers

TitleStatusHype
Context Aware Group Activity Recognition0
Context Aware Active Learning of Activity Recognition Models0
Approaches and Applications of Early Classification of Time Series: A Review0
Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers0
Contactless Human Activity Recognition using Deep Learning with Flexible and Scalable Software Define Radio0
Contact-Free Multi-Target Tracking Using Distributed Massive MIMO-OFDM Communication System: Prototype and Analysis0
Applications of human activity recognition in industrial processes -- Synergy of human and technology0
Applications of Deep Learning for Top-View Omnidirectional Imaging: A Survey0
Conditional-UNet: A Condition-aware Deep Model for Coherent Human Activity Recognition From Wearables0
A Deep Learning Framework using Passive WiFi Sensing for Respiration Monitoring0
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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