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dhdbsrlw/SILMM-Implementation

This is the UNOFFICIAL code implementation for paper, "SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation".

1

stars

8

commits

Python

primary language

Sep 20, 2025

updated

README

SILMM-Implementation

Last Update: 2025.01.26; All codes are implemented by myself.

This is the UNOFFICIAL code implementation for the paper:

"SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation (2024.12)"

📍 Notice

  1. I only implemented for SEED-LLaMA model (Discrete MLLM).
  2. By training only 1 iteration, the paper results are reproduced. (Authors trained for 3 iterations.)

📍 5-Step (code implementation)

  • 1. Compositional Prompt Generation
  • 2. Diverse Image Generation
  • 3. Decompositional Self-Questioning
  • 4. VQA-based Self Feedback
  • 5. Learning from Self-Feedback

📍 Baseline Model

Please refer to this original SEED-LLaMA repository.

Contributors

dhdbsrlw

8 commits

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dhdbsrlw/SILMM-Implementation

This is the UNOFFICIAL code implementation for paper, "SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation".

1

stars

8

commits

Python

primary language

Sep 20, 2025

updated

README

SILMM-Implementation

Last Update: 2025.01.26; All codes are implemented by myself.

This is the UNOFFICIAL code implementation for the paper:

"SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation (2024.12)"

📍 Notice

  1. I only implemented for SEED-LLaMA model (Discrete MLLM).
  2. By training only 1 iteration, the paper results are reproduced. (Authors trained for 3 iterations.)

📍 5-Step (code implementation)

  • 1. Compositional Prompt Generation
  • 2. Diverse Image Generation
  • 3. Decompositional Self-Questioning
  • 4. VQA-based Self Feedback
  • 5. Learning from Self-Feedback

📍 Baseline Model

Please refer to this original SEED-LLaMA repository.

Similar repos

AILab-CVC/SEED

Official implementation of SEED-LLaMA (ICLR 2024).

641

YangLing0818/IterComp

[ICLR 2025] IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for…

202

JIA-Lab-research/LLMGA

This project is the official implementation of 'LLMGA: Multimodal Large Language Model based…

395

comin/IterComp

Model

52

tsunghan-wu/SLD

🔥 [CVPR2024] Official implementation of "Self-correcting LLM-controlled Diffusion Models (SLD)

187

UW-Madison-Lee-Lab/CoBSAT

Implementation and dataset for paper "Can MLLMs Perform Text-to-Image In-Context Learning?"

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Contributors

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100.0%