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Sebastian Doerrich @DoerrichS

PhD Candidat @uni_bamberg_of ๐Ÿ“š | Exploring Robust Deep Learning for Medical Applications ๐Ÿฅ | Coffee Addict โ˜•๏ธ | Always Curious, Forever Learning ๐ŸŽ“ | โšฝ๏ธ๐Ÿฅพ

Joined January 2018
  • Tweets 16
  • Following 123
  • Followers 41
9 Photos and videos
๐Ÿš€ Looking for a novel method to enhance classification robustness under real-world label noise? Check out this work "An Embedding is Worth a Thousand Noisy Labels" led by @francescodis_ which was published in @TmlrOrg. ๐Ÿ“ openreview.net/forum?id=X3gSโ€ฆ ๐Ÿ™ github.com/francescodisalvo0โ€ฆ
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๐Ÿš€ Looking for a comprehensive benchmark for the MedMNIST database? Check out our latest paper, "Rethinking model prototyping through the MedMNIST dataset collection" now published open-access in @SciReports ๐Ÿ“ nature.com/articles/s41598-0โ€ฆ ๐Ÿ™ github.com/sdoerrich97/rethiโ€ฆ
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If you are at #BMVC2024 in Glasgow ๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ and are interested in robustness for medical image diagnosis, feel free to drop by my oral tomorrow. ๐Ÿ—“๏ธ Wednesday, October 27, 2024 ๐Ÿ“ M3 ๐Ÿ•’ 11 AM ๐Ÿ–ผ๏ธ Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations
Sebastian Doerrich@DoerrichS
30 Sep 2024
๐Ÿš€ Excited to introduce: "Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations", wich will be presented as an oral at the #RROW Workshop at #BMVC2024 ๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ. ๐Ÿ“: arxiv.org/abs/2409.12276 ๐Ÿ™: github.com/sdoerrich97/unoraโ€ฆ ๐Ÿ‘ฅ: @francescodis_, @LedigChr
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If you're interested in histopathology and are attending #MICCAI2024 in ๐Ÿ‡ฒ๐Ÿ‡ฆ, feel free to drop by my poster tomorrow. ๐Ÿ—“๏ธ Tuesday, 8th of October 2024 ๐Ÿ•’ 10:30 - 11:30 AM ๐Ÿ–ผ๏ธ Self-supervised Vision Transformer are Scalable Generative Models for Domain Generalization [T-AM-233]
Sebastian Doerrich@DoerrichS
4 Jul 2024
Another One!๐Ÿ“ข Excited to share that our paper "Self-supervised Vision Transformer are Scalable Generative Models for Domain Generalization" is accepted at #MICCAI2024! Want to know more? ๐Ÿ“: arxiv.org/abs/2407.02900 ๐Ÿ™: github.com/sdoerrich97/vits-โ€ฆ @MICCAI_Society @xAILabBamberg
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๐Ÿš€ Excited to introduce: "Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations", wich will be presented as an oral at the #RROW Workshop at #BMVC2024 ๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ. ๐Ÿ“: arxiv.org/abs/2409.12276 ๐Ÿ™: github.com/sdoerrich97/unoraโ€ฆ ๐Ÿ‘ฅ: @francescodis_, @LedigChr
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๐ŸŽบExcited to share yet another work of our #xAILabBamberg! This work, led by @francescodis_, is for all of you #ComputerVision folks out there interested in #privacy preserving and will be featured at this year's #BMVC conference in Glasgow, UK! ๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ ๐Ÿ“: arxiv.org/abs/2408.00639

Francesco@francescodis_
12 Aug 2024
๐Ÿ“ฃ Our paper "Privacy-preserving datasets by capturing feature distributions with Conditional VAEs," has been accepted at #BMVC2024 ๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ A huge thank you to all co-authors: David Tafler, @DoerrichS, and @LedigChr. Paper: arxiv.org/abs/2408.00639
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๐ŸŒŸ xAILAB Bamberg goes MICCAI - Part II ๐ŸŒŸ Another work from our group was accepted for #MICCAI2024! This work led by @francescodis_ will be presented at the Workshop on Advancing Data Solutions in Medical Imaging AI #ADSMI. ๐Ÿ“ arxiv.org/pdf/2406.17536 ๐Ÿ™ github.com/francescodisalvo0โ€ฆ

Francesco@francescodis_
24 Jul 2024
๐Ÿ“ฃ I am happy to share that our paper "MedMNIST-C: Comprehensive benchmark and improved classifier robustness by simulating realistic image corruptions" has been accepted to the #ADSMI workshop at #MICCAI2024! @MICCAI_Society @DaliWorkshop Paper: arxiv.org/pdf/2406.17536
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Another One!๐Ÿ“ข Excited to share that our paper "Self-supervised Vision Transformer are Scalable Generative Models for Domain Generalization" is accepted at #MICCAI2024! Want to know more? ๐Ÿ“: arxiv.org/abs/2407.02900 ๐Ÿ™: github.com/sdoerrich97/vits-โ€ฆ @MICCAI_Society @xAILabBamberg
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If you're at #ISBI2024 in #Athens right now, feel free to drop by our poster presentation tomorrow. ๐Ÿ—“๏ธDate: Tuesday, 28th of May 2024 ๐Ÿ“ Room: Banqueting Hall Foyer ๐Ÿ•’Time: 10:00 - 11:30 AM ๐Ÿ–ผ๏ธPoster: #980 See you there and if you want to know more, check out the post below!๐Ÿš€
Sebastian Doerrich@DoerrichS
22 Feb 2024
๐Ÿš€Exciting news!๐Ÿš€ Our paper on "Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification" has been accepted at #ISBI2024! Preprint๐Ÿ“: arxiv.org/abs/2402.12500 Code๐Ÿ™: github.com/TobArc/privacy-awโ€ฆ @xAILab
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๐Ÿ“Paper Alert!๐Ÿ“ Check out our latest research: "Rethinking Model Prototyping through the MedMNIST Dataset Collection" - the first baseline evaluation for the MedMNIST database. ๐Ÿ“: arxiv.org/abs/2404.15786 ๐Ÿ™: github.com/sdoerrich97/rethiโ€ฆ ๐Ÿ’พ: zenodo.org/records/10519652 @xAILabBamberg
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Big shoutout to Tobias for securing third place at the @_DMEA Newcomer Award!๐Ÿฅ‰ Please join us at the xAI Lab Bamberg in celebrating this remarkable achievement!๐Ÿ‘ Learn more: uni-bamberg.de/en/xai/news/aโ€ฆ Explore our research at xAI Lab Bamberg: uni-bamberg.de/en/ai/chair-oโ€ฆ @UniWiai

Digital Healthcare Award for Bachelor Thesis in Berlin, April 10, 2024

Tobias Archut from the xAI Lab Bamberg receives DMEA Newcomer Award for advancing digital healthcare through his innovative bachelor thesis

uni-bamberg.de
Sebastian Doerrich@DoerrichS
27 Mar 2024
๐ŸŒŸ Celebrating the Next! ๐ŸŒŸ Tobias, one of my exceptional students, is a finalist for the prestigous "Newcomer Award" at @_DMEA 2024! Please join me in celebrating this outstanding achievement by voting for his contribution:๐Ÿ‘ youtube.com/watch?v=x45XKq3Qโ€ฆ @xAILab @UniWiai
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๐ŸŒŸ Celebrating the Next! ๐ŸŒŸ Tobias, one of my exceptional students, is a finalist for the prestigous "Newcomer Award" at @_DMEA 2024! Please join me in celebrating this outstanding achievement by voting for his contribution:๐Ÿ‘ youtube.com/watch?v=x45XKq3Qโ€ฆ @xAILab @UniWiai
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๐Ÿš€Exciting news!๐Ÿš€ Our paper on "Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification" has been accepted at #ISBI2024! Preprint๐Ÿ“: arxiv.org/abs/2402.12500 Code๐Ÿ™: github.com/TobArc/privacy-awโ€ฆ @xAILab
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If you're around, feel free to drop by our poster presentation tomorrow at #MICCAI23. ๐Ÿ—“๏ธ Date: Sunday, 8th of October ๐Ÿ“ Room: Poster Hall, Ground Level Exhibition B-C ๐Ÿ•’ Time: 1:30 - 2:15 PM ๐Ÿ–ผ๏ธ Poster: P-7 Looking forward to sharing insights and discussions! See you there!๐Ÿš€
Sebastian Doerrich@DoerrichS
14 Sep 2023
๐ŸŽ‰Excited to share our paper at #MICCAI23 #MLMI: "unORANIC", an unsupervised orthogonalization of anatomy and image characteristics. ๐Ÿ‘€No need for domain knowledge ๐Ÿ‘ŠImproved robustness against corruption Prep.: arxiv.org/abs/2308.15507 Source: github.com/sdoerrich97/unORAโ€ฆ @xAILab
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๐ŸŽ‰Excited to share our paper at #MICCAI23 #MLMI: "unORANIC", an unsupervised orthogonalization of anatomy and image characteristics. ๐Ÿ‘€No need for domain knowledge ๐Ÿ‘ŠImproved robustness against corruption Prep.: arxiv.org/abs/2308.15507 Source: github.com/sdoerrich97/unORAโ€ฆ @xAILab
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