Controllable Layer Decomposition for Reversible Multi-Layer Image Generation
Paper • 2511.16249 • Published • 10
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Transparent Image Layer Diffusion using Latent Transparency
Paper • 2402.17113 • Published • 6 -
Generative Image Layer Decomposition with Visual Effects
Paper • 2411.17864 • Published -
ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation
Paper • 2502.18364 • Published • 36 -
Stable-Layers: Fine-Tuning Image Layer Decomposition Models with VLM-Scored Reinforcement Learning
Paper • 2605.30257 • Published • 9 -
Qwen-Image-Layered: Towards Inherent Editability via Layer Decomposition
Paper • 2512.15603 • Published • 71 -
Controllable Layered Image Generation for Real-World Editing
Paper • 2601.15507 • Published -
See-through: Single-image Layer Decomposition for Anime Characters
Paper • 2602.03749 • Published • 5 -
RevealLayer: Disentangling Hidden and Visible Layers via Occlusion-Aware Image Decomposition
Paper • 2605.11818 • Published -
LaDe: Unified Multi-Layered Graphic Media Generation and Decomposition
Paper • 2603.17965 • Published • 6 -
From Inpainting to Layer Decomposition: Repurposing Generative Inpainting Models for Image Layer Decomposition
Paper • 2511.20996 • Published -
MRT: Masked Region Transformer for Layered Image Generation and Editing at Scale
Paper • 2605.27235 • Published • 5 -
Referring Layer Decomposition
Paper • 2602.19358 • Published -
LayeringDiff: Layered Image Synthesis via Generation, then Disassembly with Generative Knowledge
Paper • 2501.01197 • Published • 1 -
Workflow-Aware Structured Layer Decomposition for Illustration Production
Paper • 2603.14925 • Published • 1 -
Cycle-Consistent Tuning for Layered Image Decomposition
Paper • 2602.20989 • Published -
LiWi: Layering in the Wild
Paper • 2605.14552 • Published • 12 -
Does Synthetic Layered Design Data Benefit Layered Design Decomposition?
Paper • 2605.15167 • Published • 7 -
DiffDecompose: Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers
Paper • 2505.21541 • Published • 7 -
Explicit Layer Modeling for Video Object Insertion and Layer Decomposition
Paper • 2607.25802 • Published • 7 -
ReDesign: Recovering Editable Design Structures from Images via Agentic Decomposition
Paper • 2607.25565 • Published • 64 -
EasyOmnimatte: Taming Pretrained Inpainting Diffusion Models for End-to-End Video Layered Decomposition
Paper • 2512.21865 • Published -
ReflexSplit: Single Image Reflection Separation via Layer Fusion-Separation
Paper • 2601.17468 • Published • 24 -
OmniPSD: Layered PSD Generation with Diffusion Transformer
Paper • 2512.09247 • Published • 51 -
Text2Layer: Layered Image Generation using Latent Diffusion Model
Paper • 2307.09781 • Published • 16 -
LimeCross: Context-Conditioned Layered Image Editing with Structural Consistency
Paper • 2605.10319 • Published -
LayerComposer: Interactive Personalized T2I via Spatially-Aware Layered Canvas
Paper • 2510.20820 • Published • 11 -
LayerTracer: Cognitive-Aligned Layered SVG Synthesis via Diffusion Transformer
Paper • 2502.01105 • Published • 21 -
Layered Image Vectorization via Semantic Simplification
Paper • 2406.05404 • Published • 3 -
UniWorld-Design: From Pixel Generation to Layer-Native Design
Paper • 2608.03971 • Published • 25 -
COLE: A Hierarchical Generation Framework for Multi-Layered and Editable Graphic Design
Paper • 2311.16974 • Published -
CreatiPoster: Towards Editable and Controllable Multi-Layer Graphic Design Generation
Paper • 2506.10890 • Published • 10 -
Text2LIVE: Text-Driven Layered Image and Video Editing
Paper • 2204.02491 • Published -
MiLDEdit: Reasoning-Based Multi-Layer Design Document Editing
Paper • 2601.04589 • Published -
From Elements to Design: A Layered Approach for Automatic Graphic Design Composition
Paper • 2412.19712 • Published • 15 -
LayerCraft: Enhancing Text-to-Image Generation with CoT Reasoning and Layered Object Integration
Paper • 2504.00010 • Published • 1 -
Segmentation-guided Layer-wise Image Vectorization with Gradient Fills
Paper • 2408.15741 • Published -
Generating Compositional Scenes via Text-to-image RGBA Instance Generation
Paper • 2411.10913 • Published • 4 -
OmniAlpha: A Sequence-to-Sequence Framework for Unified Multi-Task RGBA Generation
Paper • 2511.20211 • Published • 13 -
Alfie: Democratising RGBA Image Generation With No $$$
Paper • 2408.14826 • Published • 1 -
TransAnimate: Taming Layer Diffusion to Generate RGBA Video
Paper • 2503.17934 • Published -
PrismLayers: Open Data for High-Quality Multi-Layer Transparent Image Generative Models
Paper • 2505.22523 • Published • 7 -
Illustrator's Depth: Monocular Layer Index Prediction for Image Decomposition
Paper • 2511.17454 • Published -
LayerFusion: Harmonized Multi-Layer Text-to-Image Generation with Generative Priors
Paper • 2412.04460 • Published -
Zippo: Zipping Color and Transparency Distributions into a Single Diffusion Model
Paper • 2403.11077 • Published -
MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation
Paper • 2404.02790 • Published -
AlphaVAE: Unified End-to-End RGBA Image Reconstruction and Generation with Alpha-Aware Representation Learning
Paper • 2507.09308 • Published -
LICA: Layered Image Composition Annotations for Graphic Design Research
Paper • 2603.16098 • Published • 2 -
Generative Omnimatte: Learning to Decompose Video into Layers
Paper • 2411.16683 • Published • 2 -
OmnimatteRF: Robust Omnimatte with 3D Background Modeling
Paper • 2309.07749 • Published • 7 -
OmnimatteZero: Training-free Real-time Omnimatte with Pre-trained Video Diffusion Models
Paper • 2503.18033 • Published • 30 -
WALDO: Future Video Synthesis using Object Layer Decomposition and Parametric Flow Prediction
Paper • 2211.14308 • Published -
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression
Paper • 2207.10564 • Published -
CObL: Toward Zero-Shot Ordinal Layering without User Prompting
Paper • 2508.08498 • Published -
MagicQuillV2: Precise and Interactive Image Editing with Layered Visual Cues
Paper • 2512.03046 • Published • 12 -
LayerPano3D: Layered 3D Panorama for Hyper-Immersive Scene Generation
Paper • 2408.13252 • Published • 26 -
Alpha-CLIP: A CLIP Model Focusing on Wherever You Want
Paper • 2312.03818 • Published • 33