Quentin Bouniot
@qbouniot.bsky.social
66 followers 420 following 3 posts
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/
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Reposted by Quentin Bouniot
sukrutrao.bsky.social
Are you an XAI researcher attending #ICCV2025? Submit your recently published work — at CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI etc. — to the eXCV Workshop for the opportunity to further showcase your work! Published papers can be submitted as is, no rewriting necessary.

@iccv.bsky.social
eXCV Workshop at ICCV 2025, Submission deadline August 15.
Reposted by Quentin Bouniot
simonroschmann.bsky.social
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!
Reposted by Quentin Bouniot
simonroschmann.bsky.social
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).

📄 Preprint: arxiv.org/abs/2506.08641
💻 Code: github.com/ExplainableM...
qbouniot.bsky.social
The submission deadline for the proceedings track is today !
#ICCV2025 @iccv.bsky.social
robinhesse.bsky.social
Got a strong XAI paper rejected from ICCV? Submit it to our ICCV eXCV Workshop today—we welcome high-quality work!
🗓️ Submissions open until June 26 AoE.
📄 Got accepted to ICCV? Congrats! Consider our non-proceedings track.
#ICCV2025 @iccv.bsky.social
Reposted by Quentin Bouniot
swetamahajan.bsky.social
Submission Deadline is extended by 6 days.

#ICCV2025 @iccv.bsky.social
swetamahajan.bsky.social
Join us in advancing explainability in the rapidly evolving landscape of AI! We welcome papers on novel explanation methods, scaling existing xAI approaches, innovations for foundational models, and beyond.
qbouniot.bsky.social
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.
qbouniot.bsky.social
I will be presenting our paper on measuring non-linearity of deep neural networks @cvprconference.bsky.social
!

🔗 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
Reposted by Quentin Bouniot
sukrutrao.bsky.social
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
Call for papers at the eXCV workshop at ICCV 2025.
Reposted by Quentin Bouniot
eml-munich.bsky.social
🎓PhD Spotlight: Thomas Hummel

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

Thomas started his PhD in 2020 at ‪‪@unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story:
Reposted by Quentin Bouniot
eml-munich.bsky.social
🎓PhD Spotlight: Jae Myung Kim

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

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.
Reposted by Quentin Bouniot
eml-munich.bsky.social
#CVPR2025 is heading to the 'Music City' — 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! 📷👇
Reposted by Quentin Bouniot
eml-munich.bsky.social
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 tuned😉
Reposted by Quentin Bouniot
eml-munich.bsky.social
Thrilled to announce that four papers from our group have been accepted to #CVPR2025 in Nashville! 🎉 Congrats to all authors & collaborators.
Our work spans multimodal pre-training, model merging, and more.
📄 Papers & codes: eml-munich.de#publications
See threads for highlights in each paper.
#CVPR
Reposted by Quentin Bouniot
lucaeyring.bsky.social
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
Reposted by Quentin Bouniot
confusezius.bsky.social
😵‍💫 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!