mlsanityData to 14 Oct 2026

Event-Based Eye Tracking. 2025 Event-based Vision Workshop

arXiv 2504.18249 ↗First posted 25 Apr 2025cs.CV cs.AI cs.LGcited by 5

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Abstract (arXiv)

This survey serves as a review for the 2025 Event-Based Eye Tracking Challenge organized as part of the 2025 CVPR event-based vision workshop. This challenge focuses on the task of predicting the pupil center by processing event camera recorded eye movement. We review and summarize the innovative methods from teams rank the top in the challenge to advance future event-based eye tracking research. In each method, accuracy, model size, and number of operations are reported. In this survey, we also discuss event-based eye tracking from the perspective of hardware design.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 24 of its 53 references that are in the map. First posted on arXiv 25 Apr 2025.

Builds on

24 of 53 references.

References · 24

  1. 2023Mamba: Linear-Time Sequence Modeling with Selective State Spacescited by 4,718
  2. 2014Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modelingcited by 2,367
  3. 2015Learning both Weights and Connections for Efficient Neural Networkscited by 2,031
  4. 2019Event-based Vision: A Surveycited by 1,016
  5. 2016EIE: Efficient Inference Engine on Compressed Deep Neural Networkcited by 295
  6. 2020Event-based Asynchronous Sparse Convolutional Networkscited by 104
  7. 2018EventNet: Asynchronous Recursive Event Processingcited by 58
  8. 2020Event Based, Near Eye Gaze Tracking Beyond 10,000Hzcited by 53
  9. 2016ESE: Efficient Speech Recognition Engine with Sparse LSTM on FPGAcited by 52
  10. 2022Event Transformer. A sparse-aware solution for efficient event data processingcited by 50
  11. 20233ET: Efficient Event-based Eye Tracking using a Change-Based ConvLSTM Networkcited by 30
  12. 2023Retina : Low-Power Eye Tracking with Event Camera and Spiking Hardwarecited by 27
12 more
  1. 2022Exploiting Spatial Sparsity for Event Cameras with Visual Transformerscited by 23
  2. 2021Spartus: A 9.4 TOp/s FPGA-based LSTM Accelerator Exploiting Spatio-Temporal Sparsitycited by 20
  3. 2024Event-Based Eye Tracking. AIS 2024 Challenge Surveycited by 19
  4. 2021Two Sparsities Are Better Than One: Unlocking the Performance Benefits of Sparse-Sparse Networkscited by 15
  5. 2024A Lightweight Spatiotemporal Network for Online Eye Tracking with Event Cameracited by 14
  6. 2024FACET: Fast and Accurate Event-Based Eye Tracking Using Ellipse Modeling for Extended Realitycited by 8
  7. 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Trackercited by 6
  8. 2025Exploring Temporal Dynamics in Event-based Eye Trackercited by 6
  9. 2022Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balancecited by 5
  10. 2024Scalable Event Cloud Network for Event-based Classificationcited by 3
  11. 2024BlissCam: Boosting Eye Tracking Efficiency with Learned In-Sensor Sparse Samplingcited by 2
  12. 2024DeltaKWS: A 65nm 36nJ/Decision Bio-inspired Temporal-Sparsity-Aware Digital Keyword Spotting IC with 0.6V Near-Threshold SRAMcited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 4; 2026: 1.

5 papers.

  1. 2025JaneEye: A 12-nm 2K-FPS 18.9-μJ/Frame Event-based Eye Tracking Acceleratorcited by 1
  2. 2025Inference-Time Gaze Refinement for Micro-Expression Recognition: Enhancing Event-Based Eye Tracking with Motion-Aware Post-Processingcited by 0
  3. 2025Neuromorphic Eye Tracking for Low-Latency Pupil Detectioncited by 0
  4. 2025Reconstruction as a Bridge for Event-Based Visual Question Answeringcited by 0
  5. 2026Enhancing Eye Feature Estimation from Event Data Streams through Adaptive Inference State Space Modelingcited by 0