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Quentin Bouniot

@qbouniot.bsky.social

Post-Doctoral Researcher at @eml-munich.bsky.social, in @www.helmholtz-munich.de and @tumuenchen.bsky.social. Optimal Transport, Explainability, Robustness, Deep Representation Learning, Computer Vision. https://qbouniot.github.io/

64 Followers  |  417 Following  |  3 Posts  |  Joined: 20.11.2024  |  1.5475

Latest posts by qbouniot.bsky.social on Bluesky

This project was a collaboration between @eml-munich.bsky.social and Huawei Paris Noah’s Ark Lab. Thank you to my collaborators @qbouniot.bsky.social, Vasilii Feofanov, Ievgen Redko, and particularly to my advisor @zeynepakata.bsky.social for guiding me through my first PhD project!

03.07.2025 07:59 β€” πŸ‘ 3    πŸ” 2    πŸ’¬ 1    πŸ“Œ 0
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How can we circumvent data scarcity in the time series domain?

We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs).

πŸ“„ Preprint: arxiv.org/abs/2506.08641
πŸ’» Code: github.com/ExplainableM...

03.07.2025 07:59 β€” πŸ‘ 6    πŸ” 2    πŸ’¬ 1    πŸ“Œ 0

The submission deadline for the proceedings track is today !
#ICCV2025 @iccv.bsky.social

26.06.2025 11:19 β€” πŸ‘ 4    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0

Submission Deadline is extended by 6 days.

#ICCV2025 @iccv.bsky.social

23.06.2025 12:14 β€” πŸ‘ 8    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0
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This is a joint work with great collaborators Ievgen Redko, Anton Mallasto, Charlotte Laclau, Karol Arndt, Oliver Struckmeier, Markus Heinonen, Ville Kyrki, Samuel Kaski.

tldr;
We propose a way to compare deep neural architectures covering everything from Alexnet to ViTs and beyond.

15.06.2025 05:14 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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I will be presenting our paper on measuring non-linearity of deep neural networks @cvprconference.bsky.social
!

πŸ”— Project page: qbouniot.github.io/affscore_web...

Come join me on Sunday 15th June from 10:30 to 12:30, ExHall D Poster #402 #CVPR2025

15.06.2025 05:14 β€” πŸ‘ 6    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0
Call for papers at the eXCV workshop at ICCV 2025.

Call for papers at the eXCV workshop at ICCV 2025.

Join us in taking stock of the state of the field of explainability in computer vision, at our Workshop on Explainable Computer Vision: Quo Vadis? at #ICCV2025!

@iccv.bsky.social

14.06.2025 15:47 β€” πŸ‘ 13    πŸ” 5    πŸ’¬ 1    πŸ“Œ 1
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πŸŽ“PhD Spotlight: Thomas Hummel

A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! πŸŽ‰

Thomas started his PhD in 2020 at β€ͺβ€ͺ@unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . πŸ‘‡ His full story:

19.05.2025 12:36 β€” πŸ‘ 9    πŸ” 1    πŸ’¬ 1    πŸ“Œ 1
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πŸŽ“PhD Spotlight: Jae Myung Kim

We’re thrilled to celebrate Jae Myung Kim, who will defend his PhD on 25th June! πŸŽ‰

Jae Myung began his PhD at @unituebingen.bsky.social as part of the ELLIS & IMPRS-IS programs, advised by @zeynepakata.bsky.social and collaborating closely with Cordelia Schmid.

12.05.2025 11:16 β€” πŸ‘ 12    πŸ” 2    πŸ’¬ 1    πŸ“Œ 1

#CVPR2025 is heading to the 'Music City' β€” Nashville! 🎺 Join us from June 11–15. We're thrilled to announce that we'll be presenting four papers at @cvprconference.bsky.social! Check out the thread below for highlights, and feel free to stop by and chat with our authors! πŸ“·πŸ‘‡

28.04.2025 11:51 β€” πŸ‘ 9    πŸ” 1    πŸ’¬ 1    πŸ“Œ 1
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Happy to share that we have 4 papers to be presented in the coming #ICLR2025 in the beautiful city of #Singapore . Check out our website for more details: eml-munich.de/publications. We will introduce the talented authors with their papers very soon, stay tunedπŸ˜‰

19.03.2025 11:54 β€” πŸ‘ 7    πŸ” 4    πŸ’¬ 0    πŸ“Œ 0
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Thrilled to announce that four papers from our group have been accepted to #CVPR2025 in Nashville! πŸŽ‰ Congrats to all authors & collaborators.
Our work spans multimodal pre-training, model merging, and more.
πŸ“„ Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR

02.04.2025 11:36 β€” πŸ‘ 11    πŸ” 4    πŸ’¬ 1    πŸ“Œ 0
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Can we enhance the performance of T2I models without any fine-tuning?

We show that with our ReNO, Reward-based Noise Optimization, one-step models consistently surpass the performance of all current open-source Text-to-Image models within the computational budget of 20-50 sec!
#NeurIPS2024

11.12.2024 23:05 β€” πŸ‘ 27    πŸ” 7    πŸ’¬ 1    πŸ“Œ 1
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πŸ˜΅β€πŸ’« Continually pretraining large multimodal models to keep them up-to-date all-the-time is tough, covering everything from adapters, merging, meta-scheduling to data design and more!

So I'm really happy to present our large-scale study at #NeurIPS2024!

Come drop by to talk about all that and more!

10.12.2024 16:42 β€” πŸ‘ 40    πŸ” 6    πŸ’¬ 1    πŸ“Œ 2
Preview
Institut Mines-TΓ©lΓ©com - Assistant Professor in Generative Models for Artificial Intelligence - 3 years contract Who are we? TΓ©lΓ©com Paris, a school of the IMT (Institut Mines-TΓ©lΓ©com) and a founding member of the Institut Polytechnique de Paris, is one of the top 5 French general engineering schools. The guidi

I'm at @neuripsconf.bsky.social presenting two papers and chatting with potential candidates for an Assistant Professor position at TΓ©lΓ©com Paris, Institut Polytechnique de Paris institutminestelecom.recruitee.com/l/en/o/assis...

Want to join us? Let’s chat at #NeurIPS2024. Help me spread the word!

11.12.2024 06:48 β€” πŸ‘ 3    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

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