Single Image Deraining
9개 벤치마크 · 논문 95편 · 이 태스크의 논문 보기 →
Benchmarks
Rain100H
Rain100L
Test1200
Test100
Test2800
RainCityscapes
Raindrop
Rain12
Rain1400
Most implemented
Restormer: Efficient Transformer for High-Resolution Image Restoration
Multi-Stage Progressive Image Restoration
Pre-Trained Image Processing Transformer
Progressive Image Deraining Networks: A Better and Simpler Baseline
MAXIM: Multi-Axis MLP for Image Processing
SDNet: mutil-branch for single image deraining using swin
Papers
DeRainMamba: A Frequency-Aware State Space Model with Detail Enhancement for Image Deraining
Image deraining is crucial for improving visual quality and supporting reliable downstream vision tasks. Although Mamba-based models provide efficient sequence modeling, their limited ability to capture fine-grained deta…
Single Image DerainingRain RemovalForward-only Diffusion Probabilistic Models
This work presents a forward-only diffusion (FoD) approach for generative modelling. In contrast to traditional diffusion models that rely on a coupled forward-backward diffusion scheme, FoD directly learns data generati…
Conditional Image GenerationImage DehazingImage GenerationImage Restoration+2Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal
High-fidelity imaging is crucial for the successful safety supervision and intelligent deployment of vision-based measurement systems (VBMS). It ensures high-quality imaging in VBMS, which is fundamental for reliable vis…
Image ReconstructionRain RemovalSingle Image DerainingUnified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model
Image restoration and enhancement are pivotal for numerous computer vision applications, yet unifying these tasks efficiently remains a significant challenge. Inspired by the iterative refinement capabilities of diffusio…
DenoisingImage DeblurringImage DehazingImage Inpainting+5A Hybrid Transformer-Mamba Network for Single Image Deraining
Existing deraining Transformers employ self-attention mechanisms with fixed-range windows or along channel dimensions, limiting the exploitation of non-local receptive fields. In response to this issue, we introduce a no…
MambaRain RemovalSingle Image DerainingAdaptive Frequency Enhancement Network for Single Image Deraining
Image deraining aims to improve the visibility of images damaged by rainy conditions, targeting the removal of degradation elements such as rain streaks, raindrops, and rain accumulation. While numerous single image dera…
Image EnhancementRain RemovalSingle Image Deraining