6 papers
BRIDGE: Background Routing and Isolated Discrete Gating for Coarse-Mask Local Editing
Peilin Xiong, Honghui Yuan, Junwen Chen +1
Coarse-mask local editing must preserve the background while allowing new content to depart from the mask contour. Existing mask-conditioned editors often entangle these goals and…
Point-MF: Stabilizing One-Step Mean Flows for Single-Image Point Cloud Reconstruction
Yuta Baba, Keiji Yanai
Single-image point cloud reconstruction requires recovering complete object-level geometry, including occluded regions, from a single RGB image. Diffusion- and flow-based reconstru…
SIMMER: Cross-Modal Food Image--Recipe Retrieval via MLLM-Based Embedding
Keisuke Gomi, Keiji Yanai
Cross-modal retrieval between food images and recipe texts is an important task with applications in nutritional management, dietary logging, and cooking assistance. Existing metho…
SceneTextStylizer: A Training-Free Scene Text Style Transfer Framework with Diffusion Model
Honghui Yuan, Keiji Yanai
With the rapid development of diffusion models, style transfer has made remarkable progress. However, flexible and localized style editing for scene text remains an unsolved challe…
PosBridge: Multi-View Positional Embedding Transplant for Identity-Aware Image Editing
Peilin Xiong, Junwen Chen, Honghui Yuan +1
Localized subject-driven image editing aims to seamlessly integrate user-specified objects into target scenes. As generative models continue to scale, training becomes increasingly…
PrismLayers: Open Data for High-Quality Multi-Layer Transparent Image Generative Models
Junwen Chen, Heyang Jiang, Yanbin Wang +6
Generating high-quality, multi-layer transparent images from text prompts can unlock a new level of creative control, allowing users to edit each layer as effortlessly as editing t…