Photo Retouching
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Benchmarks
Most implemented
Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement
MAXIM: Multi-Axis MLP for Image Processing
CURL: Neural Curve Layers for Global Image Enhancement
IDEA-Bench: How Far are Generative Models from Professional Designing?
NILUT: Conditional Neural Implicit 3D Lookup Tables for Image Enhancement
Papers
MirrorPPR: Exemplar-Based Portrait Photo Retouching
While text-guided image editing has made remarkable progress, it remains limited in structural portrait retouching. Textual descriptions struggle to convey fine-grained changes to facial features and body proportions. To…
Photo RetouchingImage EditingInstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space
Language-guided photo retouching aims to adjust color and tone while preserving geometry and texture. Recently, diffusion-based retouching shows a superior visual quality, but often struggles with both fidelity issues du…
Instruction FollowingPhoto RetouchingVeraRetouch: A Lightweight Fully Differentiable Framework for Multi-Task Reasoning Photo Retouching
Reasoning photo retouching has gained significant traction, requiring models to analyze image defects, give reasoning processes, and execute precise retouching enhancements. However, existing approaches often rely on non…
Reinforcement LearningPhoto RetouchingTowards In-Context Tone Style Transfer with A Large-Scale Triplet Dataset
Tone style transfer for photo retouching aims to adapt the stylistic tone of the reference image to a given content image. However, the lack of high-quality large-scale triplet datasets with stylized ground truth forces …
Photo RetouchingStyle TransferJarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent
Photo retouching has become integral to contemporary visual storytelling, enabling users to capture aesthetics and express creativity. While professional tools such as Adobe Lightroom offer powerful capabilities, they de…
Instruction FollowingLarge Language ModelPhoto RetouchingVisual StorytellingPhotoArtAgent: Intelligent Photo Retouching with Language Model-Based Artist Agents
Photo retouching is integral to photographic art, extending far beyond simple technical fixes to heighten emotional expression and narrative depth. While artists leverage expertise to create unique visual effects through…
Language ModelingLanguage ModellingPhoto Retouching