MRD: Using Physically Based Differentiable Rendering to Probe Vision Models for 3D Scene Understanding While deep learning methods have achieved impressive success in many vision benchmarks, it remains difficult to understand and explain the representations and decisions of these models. Though vision ...

Happy to announce that I will be giving a remote talk @vssmtg.bsky.social this year. I will be presenting our recent pre-print MRD: Metamers rendered differentiably (arxiv.org/abs/2512.12307).

Happy to take questions before the presentation in May, or live during the online Q&A.

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