Search Results for author: Mahtab Bigverdi

Found 2 papers, 1 papers with code

Data Alignment for Zero-Shot Concept Generation in Dermatology AI

no code implementations19 Apr 2024 Soham Gadgil, Mahtab Bigverdi

Our goal is to use these models to generate caption text that aligns well with both the clinical lexicon and with the natural human language used in CLIP's pre-training data.

MIMIC: Masked Image Modeling with Image Correspondences

1 code implementation27 Jun 2023 Kalyani Marathe, Mahtab Bigverdi, Nishat Khan, Tuhin Kundu, Aniruddha Kembhavi, Linda G. Shapiro, Ranjay Krishna

We train multiple models with different masked image modeling objectives to showcase the following findings: Representations trained on our automatically generated MIMIC-3M outperform those learned from expensive crowdsourced datasets (ImageNet-1K) and those learned from synthetic environments (MULTIVIEW-HABITAT) on two dense geometric tasks: depth estimation on NYUv2 (1. 7%), and surface normals estimation on Taskonomy (2. 05%).

Depth Estimation Pose Estimation +3

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