FLUX.2-based Image Identity Consistency Enhancement
An identity refinement module for AIGC portrait editing that improves subject consistency while preserving the original edit.
Oct 2026
SynPo: Boosting Training-Free Few-Shot Medical Segmentation via High-Quality Negative Prompts
A training-free few-shot medical segmentation method that improves SAM prompts through DINOv2-SAM confidence map synergy and informative negative point selection.
Sep 2026
OmniPersona: Holistic Identity-Preserving Video Creation and Editing via Spatiotemporal Decoupled Persona Injection in Unified DiT
A lightweight framework for holistic identity preservation across video generation and editing, covering facial features, clothing, hairstyle, and body characteristics.
Jul 2026
OneFont: A Unified Agent for End-to-End Font Creation
An MLLM agent that plans and invokes font generation, retrieval, vectorization, and local refinement tools for end-to-end font creation.
Mar 2026