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jianingPeng0382/README.md

Jianing Peng

PhD student in Computer Science and Technology at Beijing Jiaotong University, advised by Prof. Yunchao Wei. I am also a research intern at MT Lab, Meitu.

My research focuses on visual generative AI, with an emphasis on:

  • Image generation and editing
  • Diffusion models and Diffusion Transformers (DiT)
  • Unified multimodal generation
  • Data curation, model post-training, and evaluation
  • Intelligent visual creation systems

Selected Research

  • StructGen: Disambiguating Multi-Reference Image Generation via Structured Context ModelingACM MM 2026. Structured context modeling for precise attribute-subject grounding in multi-reference generation. [page] [paper] [code]
  • CharaConsist: Fine-Grained Consistent Character GenerationICCV 2025. A training-free method for fine-grained character consistency in DiT-based generation. [paper] [code]
  • DCEdit: Dual-Level Controlled Image Editing via Precisely Localized SemanticsACM MM Workshop 2025. Precise local image editing through dual-level semantic control. [paper] [code]
  • On Exact Editing of Flow-Based Diffusion ModelsUnder Review, AAAI 2027. Exact image editing through flow-based diffusion modeling. [paper]

Links

Technical Skills

Python · PyTorch · Diffusers · Transformers · C++ · LaTeX

Popular repositories Loading

  1. StructGenCode StructGenCode Public

    [ACM MM'26]StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modeling

    Python 2

  2. StructGen StructGen Public

    [ACM MM'26] Project page for StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modeling

    HTML 1

  3. jianingPeng0382 jianingPeng0382 Public

    Config files for my GitHub profile.

  4. Pumbaa-s-Repo Pumbaa-s-Repo Public

  5. prompt-to-prompt prompt-to-prompt Public

    Used to test git

    Jupyter Notebook

  6. sd-from-scratch sd-from-scratch Public

    This Repo is to learn the sd and inversion methods

    Python