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Liviu Panait

2 accepted papers

2023

Learning To Generate Image Embeddings With User-Level Differential Privacy

CVPR 2023poster

Small on-device models have been successfully trained with user-level differential privacy (DP) for next word prediction and image classification tasks in the past. However, existing methods can fail when directly applied to learn embedding models using supervised training data with a large class sp…

2021

Nutrition5k: Towards Automatic Nutritional Understanding of Generic Food

CVPR 2021poster

Understanding the nutritional content of food from visual data is a challenging computer vision problem, with the potential to have a positive and widespread impact on public health. Studies in this area are limited to existing datasets in the field that lack sufficient diversity or labels required…

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