Search Results for author: Max F. Burg

Found 5 papers, 3 papers with code

Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models

1 code implementation12 Oct 2023 Vishaal Udandarao, Max F. Burg, Samuel Albanie, Matthias Bethge

This finding points to a blind spot in current frontier VLMs: they excel in recognizing semantic content but fail to acquire an understanding of visual data-types through scaling.

HARD: Hard Augmentations for Robust Distillation

no code implementations24 May 2023 Arne F. Nix, Max F. Burg, Fabian H. Sinz

To improve these aspects of KD, we propose Hard Augmentations for Robust Distillation (HARD), a generally applicable data augmentation framework, that generates synthetic data points for which the teacher and the student disagree.

Data Augmentation Domain Generalization +1

Image retrieval outperforms diffusion models on data augmentation

no code implementations20 Apr 2023 Max F. Burg, Florian Wenzel, Dominik Zietlow, Max Horn, Osama Makansi, Francesco Locatello, Chris Russell

Many approaches have been proposed to use diffusion models to augment training datasets for downstream tasks, such as classification.

Data Augmentation Image Retrieval +2

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