Software
MMDT
byACTION
Decoding the Trustworthiness and Safety of Multimodal Foundation Models
MMDecodingTrust aims at providing a thorough assessment of trustworthiness in Multimodal foundation models (MMFMs).
This research endeavor is designed to help researchers and practitioners better understand the capabilities, limitations, and potential risks involved in deploying these state-of-the-art MMFMs.
This project is organized around the following six primary perspectives of trustworthiness, including:
- Safety
- Hallucination
- Fairness
- Privacy
- Adversarial robustness
- Out-of-Distribution Robustness
