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Udyan Trivedi
Udyan
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AI & ML interests
Working on different Agentic AI Capabilities with Microsoft Account, including Github Copilot and Bing
Company - Accenture
Recent Activity
reacted to Jiaqi-hkust's post with 🔥 27 days ago
🚀 Introducing Robust-U1: Teaching MLLMs to Self-Recover Corrupted Visual Content
Multimodal Large Language Models (MLLMs) have achieved impressive visual understanding, yet they remain highly brittle under real-world corruptions—noise, blur, compression artifacts, adverse weather.
Standard MLLMs suffer dramatic performance drops, and existing robustness solutions come with fundamental limits: black‑box feature alignment lacks interpretability, while white‑box text reasoning cannot restore the lost pixel‑level visual details. This raises a crucial question:
🧐 Can MLLMs recover corrupted visual content by themselves?
If the answer is yes, we can move beyond merely “compensating” for corruption and instead build a more intrinsic, generalizable form of resilience. Robust-U1 is our answer to that question.
💡 Paper: https://arxiv.org/abs/2606.08063
🔗 Code: github.com/jqtangust/Robust-U1
🌍 Demo: https://huggingface.co/spaces/Jiaqi-hkust/Robust-U1
updated a Space about 1 month ago
Udyan/ImageClassification published a Space about 1 month ago
Udyan/ImageClassificationOrganizations
