mlsanityData to 7 Oct 2026

Event-based Solutions for Human-centered Applications: A Comprehensive Review

arXiv 2502.18490 ↗First posted 17 Feb 2025cs.CVcited by 2

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Abstract (arXiv)

Event cameras, often referred to as dynamic vision sensors, are groundbreaking sensors capable of capturing changes in light intensity asynchronously, offering exceptional temporal resolution and energy efficiency. These attributes make them particularly suited for human-centered applications, as they capture both the most intricate details of facial expressions and the complex motion dynamics of the human body. Despite growing interest, research in human-centered applications of event cameras remains scattered, with no comprehensive overview encompassing both body and face tasks. This survey bridges that gap by being the first to unify these domains, presenting an extensive review of advancements, challenges, and opportunities. We also examine less-explored areas, including event compression techniques and simulation frameworks, which are essential for the broader adoption of event cameras. This survey is designed to serve as a foundational reference that helps both new and experienced researchers understand the current state of the field and identify promising directions for future work in human-centered event camera applications. A summary of this survey can be found at https://github.com/nmirabeth/event_human

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 48 of its 129 references that are in the map. First posted on arXiv 17 Feb 2025.

Builds on

48 of 129 references.

References · 48

  1. 2019Deep High-Resolution Representation Learning for Human Pose Estimationcited by 1,339
  2. 2018Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognitioncited by 1,199
  3. 2019Event-based Vision: A Surveycited by 1,010
  4. 2016Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networkscited by 895
  5. 2019High Speed and High Dynamic Range Video with an Event Cameracited by 344
  6. 2021Deep Residual Learning in Spiking Neural Networkscited by 326
  7. 2018Deep Learning in Spiking Neural Networkscited by 258
  8. 2021Training Spiking Neural Networks Using Lessons From Deep Learningcited by 251
  9. 2018EV-FlowNet: Self-Supervised Optical Flow Estimation for Event-based Camerascited by 223
  10. 2016The Event-Camera Dataset and Simulator: Event-based Data for Pose Estimation, Visual Odometry, and SLAMcited by 203
  11. 2019Video to Events: Recycling Video Datasets for Event Camerascited by 162
  12. 2018Event-based Moving Object Detection and Trackingcited by 126
36 more
  1. 2022AEGNN: Asynchronous Event-based Graph Neural Networkscited by 118
  2. 2023Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarkscited by 90
  3. 2019Graph-Based Object Classification for Neuromorphic Vision Sensingcited by 85
  4. 2024Recent Event Camera Innovations: A Surveycited by 67
  5. 2019EventCap: Monocular 3D Capture of High-Speed Human Motions using an Event Cameracited by 65
  6. 2020Event Based, Near Eye Gaze Tracking Beyond 10,000Hzcited by 53
  7. 2020Temporal Binary Representation for Event-Based Action Recognitioncited by 50
  8. 2021E2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action Recognitioncited by 50
  9. 2021Facial Expression Recognition with Visual Transformers and Attentional Selective Fusioncited by 49
  10. 2020EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event Streamcited by 48
  11. 2021A Voxel Graph CNN for Object Classification with Event Camerascited by 38
  12. 2023SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognitioncited by 30
  13. 2020Real-Time Face & Eye Tracking and Blink Detection using Event Camerascited by 27
  14. 2020Learning-based lossless compression of 3D point cloud geometrycited by 25
  15. 2023V2CE: Video to Continuous Events Simulatorcited by 24
  16. 2020Self-supervised Keypoint Correspondences for Multi-Person Pose Estimation and Tracking in Videoscited by 22
  17. 2024Hypergraph-based Multi-View Action Recognition using Event Camerascited by 19
  18. 2023Neuromorphic Event-based Facial Expression Recognitioncited by 18
  19. 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognitioncited by 17
  20. 2018Event-based Face Detection and Tracking in the Blink of an Eyecited by 16
  21. 2023Person Re-Identification without Identification via Event Anonymizationcited by 16
  22. 2024DailyDVS-200: A Comprehensive Benchmark Dataset for Event-Based Action Recognitioncited by 16
  23. 2020e-TLD: Event-based Framework for Dynamic Object Trackingcited by 13
  24. 2023TTPOINT: A Tensorized Point Cloud Network for Lightweight Action Recognition with Event Camerascited by 11
  25. 2023Spiking-Fer: Spiking Neural Network for Facial Expression Recognition With Event Camerascited by 10
  26. 2023EventTransAct: A video transformer-based framework for Event-camera based action recognitioncited by 10
  27. 2022Spiking Neural Networks for event-based action recognition: A new task to understand their advantagecited by 9
  28. 2024Neuromorphic Face Analysis: a Surveycited by 9
  29. 2023Event Encryption: Rethinking Privacy Exposure for Neuromorphic Imagingcited by 6
  30. 2024Neuromorphic Vision Data Coding: Classifying and Reviewing the Literaturecited by 3
  31. 2024Evaluating Image-Based Face and Eye Tracking with Event Camerascited by 3
  32. 2023LIPSFUS: A neuromorphic dataset for audio-visual sensory fusion of lip readingcited by 2
  33. 20243D Human Scan With A Moving Event Cameracited by 2
  34. 2024Spatio-temporal Transformers for Action Unit Classification with Event Camerascited by 2
  35. 2024AnonyNoise: Anonymizing Event Data with Smart Noise to Outsmart Re-Identification and Preserve Privacycited by 2
  36. 2024Low Complexity Learning-based Lossless Event-based Compressioncited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.