📷 CCD: Mitigating Hallucinations in Radiology MLLMs via Clinical Contrastive Decoding

Project Page | Paper | Code | Models

🚨 Performance Warning

This demo is running on CPU-only mode. A single inference may take 25-30 minutes depending on the model and parameters.

Recommendations for faster inference:

  • Use smaller models (Libra-v1.0-3B is faster than 7B models) The model has already been loaded
  • Please do not attempt to load other models, as this may cause a runtime error: "Workload evicted, storage limit exceeded (50G)"
  • Reduce Max New Tokens to 64-128 (default: 128)
  • Disable baseline comparison
  • For GPU acceleration, please run the demo locally

Note: If you see "Connection Lost", please wait - the inference is still running. The results will appear when complete.

Radiology Image (eg. Chest X-ray)

Example Image

Model Selection & Prompt

Base Radiology MLLM

CCD Parameters

Expert Model
0 1
0 1
0 20
10 256

📷 Results will appear here.👇

Terms of Use

The service is a research preview intended for non-commercial use only, subject to the model License of LLaMA.

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  • Research & Non-Commercial Purposes: This demo is provided solely for research and demonstration. It must not be used for commercial activities or profit-driven endeavors.
  • Not Medical Advice: All generated content is experimental and must not replace professional medical judgment.
  • Content Moderationt: While we apply basic safety checks, the system may still produce inaccurate or offensive outputs.
  • Responsible Use: Do not use this demo for any illegal, harmful, hateful, violent, or sexual purposes. By continuing to use this service, you confirm your acceptance of these terms. If you do not agree, please discontinue use immediately.