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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 481–490 of 1322 papers

Title	Date	Tasks	Status
Automated Surgical Activity Recognition with One Labeled Sequence	Jul 20, 2019	Activity Recognition	—Unverified
Explainable Artificial Intelligence for Quantifying Interfering and High-Risk Behaviors in Autism Spectrum Disorder in a Real-World Classroom Environment Using Privacy-Preserving Video Analysis	Jul 31, 2024	Activity RecognitionExplainable artificial intelligence	—Unverified
Explainable Deep Learning Framework for Human Activity Recognition	Aug 21, 2024	Activity RecognitionData Augmentation	—Unverified
Explaining, Analyzing, and Probing Representations of Self-Supervised Learning Models for Sensor-based Human Activity Recognition	Apr 14, 2023	Activity RecognitionHuman Activity Recognition	—Unverified
Distributionally Robust Semi-Supervised Learning for People-Centric Sensing	Nov 12, 2018	Activity RecognitionGesture Recognition	—Unverified
Explaining Motion Relevance for Activity Recognition in Video Deep Learning Models	Mar 31, 2020	Activity Recognition	—Unverified
Automated Level Crossing System: A Computer Vision Based Approach with Raspberry Pi Microcontroller	Dec 8, 2022	Activity Recognitionobject-detection	—Unverified
Exploring Automatic Gym Workouts Recognition Locally On Wearable Resource-Constrained Devices	Jan 13, 2023	Activity RecognitionQuantization	—Unverified
Maximum Likelihood Speed Estimation of Moving Objects in Video Signals	Mar 10, 2020	Activity RecognitionHuman Activity Recognition	—Unverified
Distributed Agent-Based Collaborative Learning in Cross-Individual Wearable Sensor-Based Human Activity Recognition	Nov 6, 2023	Activity RecognitionHuman Activity Recognition	—Unverified

Show:10 25 50

← PrevPage 49 of 133Next →

All datasets RWF-2000 Stanford40 First-Person Hand Action Benchmark Self-stimulatory Behavior Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Structured Keypoint Pooling	Accuracy	93.4	—	Unverified
2	Semi-Supervised Hard Attention (SSHA); pretrained on Deepmind Kinetics dataset	Accuracy	90.4	—	Unverified
3	Human Skeletons + Change Detection	Accuracy	90.25	—	Unverified
4	Separable Convolutional LSTM	Accuracy	89.75	—	Unverified
5	SPIL Convolution	Accuracy	89.3	—	Unverified
6	Flow Gated Network	Accuracy	87.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FocusCLIP	Top-3 Accuracy (%)	10.47	—	Unverified
2	CLIP	Top-3 Accuracy (%)	6.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Boutaleb et al.	1:1 Accuracy	97.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	all-landmark-model	Activity Recognition	0.76	—	Unverified