SOTAVerified

Reflection Removal

Remove the spots from mirror and clear the picture

Papers

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Showing 1–50 of 81 papers

TitleStatusHype
PolarFree: Polarization-based Reflection-free ImagingCode2
Dereflection Any Image with Diffusion Priors and Diversified DataCode2
Reversible Decoupling Network for Single Image Reflection RemovalCode2
Robust Reflection Removal with Flash-only Cues in the WildCode2
Learning to See Through ObstructionsCode2
FIRM: Flexible Interactive Reflection reMovalCode1
PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection RemovalCode1
Revisiting Single Image Reflection Removal In the WildCode1
Single Image Reflection Separation via Component SynergyCode1
Robust Single Image Reflection Removal Against Adversarial AttacksCode1
Adaptive Network Combination for Single-Image Reflection Removal: A Domain Generalization PerspectiveCode1
Trash or Treasure? An Interactive Dual-Stream Strategy for Single Image Reflection SeparationCode1
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task LearningCode1
Single Image Reflection Removal With Absorption EffectCode1
Robust Reflection Removal with Reflection-free Flash-only CuesCode1
Location-aware Single Image Reflection RemovalCode1
Two-Stage Single Image Reflection Removal with Reflection-Aware GuidanceCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Polarized Reflection Removal with Perfect Alignment in the WildCode1
Reflections Unlock: Geometry-Aware Reflection Disentanglement in 3D Gaussian Splatting for Photorealistic Scenes Rendering—0
OpenRR-1k: A Scalable Dataset for Real-World Reflection RemovalCode0
Single Image Reflection Removal via inter-layer Complementarity—0
A Generative Approach to High Fidelity 3D Reconstruction from Text Data—0
A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalCode0
Survey on Single-Image Reflection Removal using Deep Learning TechniquesCode0
DL2G: Degradation-guided Local-to-Global Restoration for Eyeglass Reflection Removal—0
Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation—0
Single-image reflection removal via self-supervised diffusion models—0
Utilizing Multi-step Loss for Single Image Reflection RemovalCode0
Flash-Splat: 3D Reflection Removal with Flash Cues and Gaussian Splats—0
Deep Polarization Cues for Single-shot Shape and Subsurface Scattering Estimation—0
Learning to Deblur Polarized Images—0
Reflection Removal Using Recurrent Polarization-to-Polarization NetworkCode0
Single Image Reflection Removal with Reflection Intensity Prior Knowledge—0
Benchmarking Ultra-High-Definition Image Reflection RemovalCode0
Fooling Polarization-based Vision using Locally Controllable Polarizing Projection—0
Variational Degeneration to Structural Refinement: A Unified Framework for Superimposed Image Decomposition—0
Improved Multiple-Image-Based Reflection Removal Algorithm Using Deep Neural Networks—0
Global-Local Stepwise Generative Network for Ultra High-Resolution Image RestorationCode0
Highlight Specular Reflection Separation based on Tensor Low-rank and Sparse Decomposition Using Polarimetric Cues—0
DURRNet: Deep Unfolded Single Image Reflection Removal NetworkCode0
U2-Former: A Nested U-shaped Transformer for Image Restoration—0
A Categorized Reflection Removal Dataset with Diverse Real-world Scenes—0
Panoramic Image Reflection Removal—0
ReflectNet - A Generative Adversarial Method for Single Image Reflection Suppression—0
Iterative Gradient Encoding Network with Feature Co-Occurrence Loss for Single Image Reflection Removal—0
V-DESIRR: Very Fast Deep Embedded Single Image Reflection RemovalCode0
Learned Dual-View Reflection Removal—0
User-assisted Video Reflection Removal—0
Reflection Separation via Multi-bounce Polarization State Tracing—0
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All datasetsReal20SIR^2(Objects)SIR^2(Postcard)SIR^2(Wild)Nature

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RDNetPSNR25.58—Unverified
2DAIPSNR25.21—Unverified
3DSRNetPSNR24.23—Unverified
4RobustSIRRPSNR23.61—Unverified
5DExNetPSNR23.5—Unverified
6YTMT-UCTPSNR23.26—Unverified
7ERRNetPSNR22.89—Unverified
8IBCLNPSNR21.86—Unverified
#ModelMetricClaimedVerifiedStatus
1RDNetPSNR26.78—Unverified
2DExNetPSNR26.38—Unverified
3DSRNetPSNR26.28—Unverified
4YTMT-UCTPSNR24.87—Unverified
5ERRNetPSNR24.87—Unverified
6IBCLNPSNR24.87—Unverified
7Zhu et al.SSIM0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1RDNetPSNR26.33—Unverified
2DExNetPSNR25.52—Unverified
3DSRNetPSNR24.56—Unverified
4IBCLNPSNR23.39—Unverified
5YTMT-UCTPSNR22.91—Unverified
6ERRNetPSNR22.04—Unverified
#ModelMetricClaimedVerifiedStatus
1RDNetPSNR27.7—Unverified
2DExNetPSNR26.95—Unverified
3DSRNetPSNR25.68—Unverified
4YTMT-UCTPSNR25.48—Unverified
5IBCLNPSNR24.71—Unverified
6ERRNetPSNR24.25—Unverified
#ModelMetricClaimedVerifiedStatus
1DAIPSNR26.81—Unverified
2RDNetPSNR26.21—Unverified
3Zhu et al.PSNR26.04—Unverified
4YTMT-UCSPSNR23.85—Unverified
5IBCLNPSNR23.57—Unverified