mlsanityData to 14 Oct 2026

LoViF 2026 The First Challenge on Unified Removal of Raindrops and Reflections: Methods and Results

arXiv 2608.22723 ↗First posted 24 Aug 2026cs.CVcited by 0

Not on the map. Why?

Abstract (arXiv)

This workshop paper comprehensively reviews the First Challenge on Unified Removal of Raindrops and Reflections. The challenge aims to address a frequently encountered practical problem in the field of autonomous driving, i.e., raindrop-reflection composite degradation on rainy days. This competition attracted 149 registered participants and received 12 valid final submissions with corresponding fact sheets, significantly contributing to the progress of unified removal of raindrops and reflections. All the methods are developed and evaluated on our real-shot RainDrop and ReFlection (RDRF) dataset. A detailed analysis of the submitted methods and corresponding results is provided in this report, which highlights effective approaches and provides interesting insights for future research.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 31 of its 43 references that are in the map. First posted on arXiv 24 Aug 2026.

Builds on

31 of 43 references.

References · 31

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  2. 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,380
  3. 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,974
  4. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
  5. 2016The Cityscapes Dataset for Semantic Urban Scene Understandingcited by 4,444
  6. 2022A ConvNet for the 2020scited by 3,579
  7. 2020Deformable DETR: Deformable Transformers for End-to-End Object Detectioncited by 3,422
  8. 2025Qwen3-VL Technical Reportcited by 2,793
  9. 2021Restormer: Efficient Transformer for High-Resolution Image Restorationcited by 1,627
  10. 2024Depth Anything V2cited by 1,422
  11. 2025DINOv3cited by 1,414
  12. 2022Simple Baselines for Image Restorationcited by 708
19 more
  1. 2024MambaIR: A Simple Baseline for Image Restoration with State-Space Modelcited by 352
  2. 2023Learning A Sparse Transformer Network for Effective Image Derainingcited by 205
  3. 2017Attentive Generative Adversarial Network for Raindrop Removal from a Single Imagecited by 204
  4. 2024InstructIR: High-Quality Image Restoration Following Human Instructionscited by 140
  5. 2018Single Image Reflection Separation with Perceptual Lossescited by 98
  6. 2023DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attentioncited by 91
  7. 2024Restoring Images in Adverse Weather Conditions via Histogram Transformercited by 73
  8. 2023A Comparative Study of Image Restoration Networks for General Backbone Network Designcited by 57
  9. 2024HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolutioncited by 42
  10. 2024Reversible Decoupling Network for Single Image Reflection Removalcited by 22
  11. 2025NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Resultscited by 22
  12. 2023Prompt-based test-time real image dehazing: a novel pipelinecited by 12
  13. 2025Dereflection Any Image with Diffusion Priors and Diversified Datacited by 12
  14. 2025Rectifying Latent Space for Generative Single-Image Reflection Removalcited by 4
  15. 2026DINOLight: Robust Ambient Light Normalization with Self-supervised Visual Prior Integrationcited by 2
  16. 2025OpenRR-5k: A Large-Scale Benchmark for Reflection Removal in the Wildcited by 1
  17. 2026Unified Removal of Raindrops and Reflections: A New Benchmark and A Novel Pipelinecited by 1
  18. 2026WeatherRemover: All-in-one Adverse Weather Removal with Multi-scale Feature Map Compressioncited by 1
  19. 2026The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Resultscited by 1

Built on by

Not cited yet.