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 581590 of 1322 papers

TitleStatusHype
Deep Generative Domain Adaptation with Temporal Attention for Cross-User Activity Recognition0
Deep Generative Domain Adaptation with Temporal Relation Knowledge for Cross-User Activity Recognition0
A Symbolic Representation of Human Posture for Interpretable Learning and Reasoning0
AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments0
DeepCount: Crowd Counting with WiFi via Deep Learning0
Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables0
A Survey on Multi-Resident Activity Recognition in Smart Environments0
Deep Auto-Set: A Deep Auto-Encoder-Set Network for Activity Recognition Using Wearables0
A Survey on Multimodal Wearable Sensor-based Human Action Recognition0
A framework for mining process models from emails logs0
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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