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Hello there ๐Ÿ‘‹

๐ŸŒฑ Currently:

๐ŸŒฑ Previously:

๐Ÿค” Most of my current work focuses on multimodal & contrastive representation learning as well as out-of-distribution generalization, with particular interests in zero- and few-shot learning.

๐Ÿ“ซ Reach me for collabs or just general questions here.

You can find me on Twitter or LinkedIn - for my research and latest updates, check out my Google Scholar and Homepage!

Karsten Roth's Projects

cvpr2020_pads icon cvpr2020_pads

(CVPR 2020) This repo contains code for "PADS: Policy-Adapted Sampling for Visual Similarity Learning", which proposes learnable triplet mining with Reinforcement Learning.

dassl.pytorch icon dassl.pytorch

A PyTorch toolbox for domain adaptation and semi-supervised learning.

disent icon disent

๐Ÿงถ Modular VAE disentanglement framework for python built with PyTorch Lightning โ–ธ Including metrics and datasets โ–ธ With strongly supervised, weakly supervised and unsupervised methods โ–ธ Easily configured and run with Hydra config โ–ธ Inspired by disentanglement_lib

disentangling-correlated-factors icon disentangling-correlated-factors

A benchmarking suite for disentanglement algorithms, suited for evaluating robustness to correlated factors. Codebase for the paper "Disentanglement of Correlated Factors via Hausdorff Factorized Support" by Karsten Roth, Mark Ibrahim, Zeynep Akata, Pascal Vincent, Diane Bouchacourt.

eccv2020_diva_multifeature_dml icon eccv2020_diva_multifeature_dml

(ECCV 2020) This repo contains code for "DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning" (https://arxiv.org/abs/2004.13458), which extends vanilla DML with auxiliary and self-supervised features.

gitfolio icon gitfolio

:octocat: personal website + blog for every github user

hyde icon hyde

A brazen two-column theme for Jekyll.

iccv2019_mic icon iccv2019_mic

(ICCV 2019) This repo contains code for "MIC: Mining Interclass Characteristics for Improved Metric Learning", which proposes an auxiliary training task to explain away intra-class variations.

languageguidance_for_dml icon languageguidance_for_dml

This repository contains the code for our CVPR 2022 paper on "Integrating Language Guidance into Vision-based Deep Metric Learning".

metaoptnet icon metaoptnet

Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)

nonisotropicproxydml icon nonisotropicproxydml

This repository contains the code for our CVPR 2022 paper on "Non-isotropy Regularization for Proxy-based Deep Metric Learning".

revisiting_deep_metric_learning_pytorch icon revisiting_deep_metric_learning_pytorch

(ICML 2020) This repo contains code for our paper "Revisiting Training Strategies and Generalization Performance in Deep Metric Learning" (https://arxiv.org/abs/2002.08473) to facilitate consistent research in the field of Deep Metric Learning.

s2sd icon s2sd

Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning

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