Reflection Removal
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Benchmarks
Most implemented
Single Image Reflection Removal through Cascaded Refinement
Single Image Reflection Separation with Perceptual Losses
Single Image Reflection Removal Using Deep Encoder-Decoder Network
From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection
OpenRR-1k: A Scalable Dataset for Real-World Reflection Removal
PolarFree: Polarization-based Reflection-free Imaging
Papers
From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection
Videos captured through glass often contain reflections that degrade visual quality and interfere with downstream vision tasks. Although single-image reflection removal has been extensively studied, video reflection remo…
Reflection RemovalEvReflection: Event-Driven Micro-Dynamics for Reflection Removal
Despite remarkable progress in reflection removal, current methods primarily exploit static image priors from a single frame and still suffer from severe residual artifacts due to the inherent ambiguity between the refle…
Reflection RemovalReLo-IRR: Reflection-Guided LoRA Framework for Image Reflection Removal
Single-image reflection removal (SIRR) aims to recover the clean transmission layer from a reflection-contaminated image. Although recent methods achieve promising results with large diffusion models, they rely on image-…
Reflection RemovalPRISM: Latent Composition Consistency for Single-Image Reflection Removal
Single-image reflection removal (SIRR) seeks to recover the transmission layer from a mixture corrupted by reflections -- a severely ill-posed problem. Existing methods operate in pixel space, where the nonlinear sRGB fo…
Contrastive LearningReflection Removal3DReflecNet: A Large-Scale Dataset for 3D Reconstruction of Reflective, Transparent, and Low-Texture Objects
Accurate 3D reconstruction of objects with reflective, transparent, or low-texture surfaces still remains notoriously challenging. Such materials often violate key assumptions in multi-view reconstruction pipelines, such…
Novel View SynthesisReflection Removal3D ReconstructionImage MatchingNTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods
In this paper, we review the NTIRE 2026 challenge on single-image reflection removal (SIRR) in the wild. SIRR is a fundamental task in image restoration. Despite progress in academic research, most methods are tested on …
Reflection RemovalImage Restoration