mlsanityData to 7 Oct 2026

NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results

arXiv 2504.12401 ↗First posted 16 Apr 2025cs.CVcited by 16

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Abstract (arXiv)

This paper presents an overview of NTIRE 2025 the First Challenge on Event-Based Image Deblurring, detailing the proposed methodologies and corresponding results. The primary goal of the challenge is to design an event-based method that achieves high-quality image deblurring, with performance quantitatively assessed using Peak Signal-to-Noise Ratio (PSNR). Notably, there are no restrictions on computational complexity or model size. The task focuses on leveraging both events and images as inputs for single-image deblurring. A total of 199 participants registered, among whom 15 teams successfully submitted valid results, offering valuable insights into the current state of event-based image deblurring. We anticipate that this challenge will drive further advancements in event-based vision research.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). Builds on 22 of its 61 references that are in the map. First posted on arXiv 16 Apr 2025.

Builds on

22 of 61 references.

References · 22

  1. 2021SwinIR: Image Restoration Using Swin Transformercited by 1,869
  2. 2021Restormer: Efficient Transformer for High-Resolution Image Restorationcited by 1,618
  3. 2019Event-based Vision: A Surveycited by 1,010
  4. 2018Residual Dense Network for Image Super-Resolutioncited by 796
  5. 2022Simple Baselines for Image Restorationcited by 701
  6. 2020Learning Enriched Features for Real Image Restoration and Enhancementcited by 311
  7. 2021Event-Based Fusion for Motion Deblurring with Cross-modal Attentioncited by 112
  8. 2018EV-SegNet: Semantic Segmentation for Event-based Camerascited by 92
  9. 2024Pan-Mamba: Effective pan-sharpening with State Space Modelcited by 73
  10. 2024The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Reportcited by 57
  11. 2024NTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Resultscited by 40
  12. 2022Multi-Bracket High Dynamic Range Imaging with Event Camerascited by 37
10 more
  1. 2024NTIRE 2024 Challenge on Short-form UGC Video Quality Assessment: Methods and Resultscited by 29
  2. 2023A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the Wildcited by 27
  3. 2022Efficient Human Pose Estimation via 3D Event Point Cloudcited by 25
  4. 2024AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurringcited by 25
  5. 2025NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Resultscited by 25
  6. 2025The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Reportcited by 25
  7. 2021ESL: Event-based Structured Lightcited by 22
  8. 2025Low-Light Image Enhancement using Event-Based Illumination Estimationcited by 12
  9. 2024SGE: Structured Light System Based on Gray Code with an Event Cameracited by 5
  10. 2023Recovering Continuous Scene Dynamics from A Single Blurry Image with Eventscited by 2

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Citing papers per year: 2025: 15; 2026: 1.

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  1. 2025NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Resultscited by 22
  2. 2025NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Resultscited by 14
  3. 2025NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Resultscited by 14
  4. 2025NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Resultscited by 12
  5. 2025NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Resultscited by 12
  6. 2025NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Resultscited by 10
  7. 2025NTIRE 2025 Challenge on Video Quality Enhancement for Video Conferencing: Datasets, Methods and Resultscited by 9
  8. 2025NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolutioncited by 9
  9. 2025NTIRE 2025 challenge on Text to Image Generation Model Quality Assessmentcited by 8
  10. 2025NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challengecited by 5
  11. 2025RAW Image Reconstruction from RGB on Smartphones. NTIRE 2025 Challenge Reportcited by 4
  12. 2025NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfacescited by 3
4 more
  1. 2025NTIRE 2025 Image Shadow Removal Challenge Reportcited by 1
  2. 2025NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Resultscited by 1
  3. 2026The Third Challenge on Image Denoising at NTIRE 2026: Methods and Resultscited by 1
  4. 2025EvDiff: Event-Based Video Reconstruction using One-Step Diffusion Modelscited by 0