(AAAI 2025) This is the official code repository for "MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios."

Download the dataset images from Hugging Face

1. Unzip the image files into the dataset/data/ directory
2. The dataset structure includes:
   • dataset/questions/ - Benchmark evaluation data
   • dataset/train_data/ - Training data with text prompts

Prerequisites: Ensure your API keys and dataset paths are properly configured.

1. Update the dataset and model paths in MM-CamObj/camobjbench/run_eval_batch.sh to match your local environment
2. Run the evaluation script:

   bash MM-CamObj/camobjbench/run_eval_batch.sh

We thank the open-source community, particularly the Mantis project for their valuable contributions.