mlsanityData to 14 Oct 2026

Event-Based Eye Tracking. AIS 2024 Challenge Survey

arXiv 2404.11770 ↗First posted 17 Apr 2024cs.CV cs.AIcited by 19

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Abstract (arXiv)

This survey reviews the AIS 2024 Event-Based Eye Tracking (EET) Challenge. The task of the challenge focuses on processing eye movement recorded with event cameras and predicting the pupil center of the eye. The challenge emphasizes efficient eye tracking with event cameras to achieve good task accuracy and efficiency trade-off. During the challenge period, 38 participants registered for the Kaggle competition, and 8 teams submitted a challenge factsheet. The novel and diverse methods from the submitted factsheets are reviewed and analyzed in this survey to advance future event-based eye tracking research.

Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). Builds on 26 of its 45 references that are in the map. First posted on arXiv 17 Apr 2024.

Builds on

26 of 45 references.

References · 26

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2016PointNet: Deep Learning on Point Sets for 3D Classification and Segmentationcited by 5,248
  3. 2023Mamba: Linear-Time Sequence Modeling with Selective State Spacescited by 4,718
  4. 2017PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Spacecited by 4,401
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  6. 2015Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcastingcited by 1,436
  7. 20194D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networkscited by 1,208
  8. 2019Event-based Vision: A Surveycited by 1,016
  9. 2022MaxViT: Multi-Axis Vision Transformercited by 476
  10. 2022Recurrent Vision Transformers for Object Detection with Event Camerascited by 159
  11. 2020Event-based Asynchronous Sparse Convolutional Networkscited by 104
  12. 2023Single-Model and Any-Modality for Video Object Trackingcited by 65
14 more
  1. 2018EventNet: Asynchronous Recursive Event Processingcited by 58
  2. 2022Event Transformer. A sparse-aware solution for efficient event data processingcited by 50
  3. 2022RGB-Event Fusion for Moving Object Detection in Autonomous Drivingcited by 40
  4. 2017NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Mapscited by 39
  5. 2021TEyeD: Over 20 million real-world eye images with Pupil, Eyelid, and Iris 2D and 3D Segmentations, 2D and 3D Landmarks, 3D Eyeball, Gaze Vector, and Eye Movement Typescited by 32
  6. 20233ET: Efficient Event-based Eye Tracking using a Change-Based ConvLSTM Networkcited by 30
  7. 2022Exploiting Spatial Sparsity for Event Cameras with Visual Transformerscited by 23
  8. 2021Spartus: A 9.4 TOp/s FPGA-based LSTM Accelerator Exploiting Spatio-Temporal Sparsitycited by 20
  9. 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalizationcited by 17
  10. 2020Long Short-Term Memory Spiking Networks and Their Applicationscited by 16
  11. 2024A Lightweight Spatiotemporal Network for Online Eye Tracking with Event Cameracited by 14
  12. 2022Bina-Rep Event Frames: a Simple and Effective Representation for Event-based camerascited by 12
  13. 2023Event-Free Moving Object Segmentation from Moving Ego Vehiclecited by 8
  14. 2022Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balancecited by 5

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 9; 2025: 7; 2026: 3.

19 papers.

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  1. 2024Real-Time 4K Super-Resolution of Compressed AVIF Images. AIS 2024 Challenge Surveycited by 19
  2. 2024MambaPupil: Bidirectional Selective Recurrent model for Event-based Eye trackingcited by 8
  3. 2024Co-designing a Sub-millisecond Latency Event-based Eye Tracking System with Submanifold Sparse CNNcited by 8
  4. 2024FACET: Fast and Accurate Event-Based Eye Tracking Using Ellipse Modeling for Extended Realitycited by 8
  5. 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Trackercited by 6
  6. 2025Exploring Temporal Dynamics in Event-based Eye Trackercited by 6
  7. 2025Event-Based Eye Tracking. 2025 Event-based Vision Workshopcited by 5
  8. 2024AIS 2024 Challenge on Video Quality Assessment of User-Generated Content: Methods and Resultscited by 4
  9. 2024PLEIADES: Building Temporal Kernels with Orthogonal Polynomialscited by 4
  10. 2024Evaluating Image-Based Face and Eye Tracking with Event Camerascited by 3
  11. 2025Dual-Path Enhancements in Event-Based Eye Tracking: Augmented Robustness and Adaptive Temporal Modelingcited by 3
  12. 2024Text-to-Events: Synthetic Event Camera Streams from Conditional Text Inputcited by 2
7 more
  1. 2025JaneEye: A 12-nm 2K-FPS 18.9-μJ/Frame Event-based Eye Tracking Acceleratorcited by 1
  2. 2026LAND: A Longitudinal Analysis of Neuromorphic Datasetscited by 1
  3. 2025Inference-Time Gaze Refinement for Micro-Expression Recognition: Enhancing Event-Based Eye Tracking with Motion-Aware Post-Processingcited by 0
  4. 2025Neuromorphic Eye Tracking for Low-Latency Pupil Detectioncited by 0
  5. 2025Reconstruction as a Bridge for Event-Based Visual Question Answeringcited by 0
  6. 2026Enhancing Eye Feature Estimation from Event Data Streams through Adaptive Inference State Space Modelingcited by 0
  7. 2026EveLoad: Cognitive Workload Recognition from Event-Based Eye Movementscited by 0