Guillaume Astruc @g_astruc
2nd Year PhD Student from Imagine-ENPC/IGN/CNES Joined July 2022-
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1/n🚀Gaussians > Differentiable function > Mesh? Check out our new work: MILo: Mesh-In-the-Loop Gaussian Splatting! 🎉Accepted to SIGGRAPH Asia 2025 (TOG) MILo is a novel differentiable framework that extracts meshes directly from Gaussian parameters during training. 🧵👇
Super interesting to see pure SSL outperforms text alignement on a super competitive but text-aligned suited task 🤯
Super interesting to see pure SSL outperforms text alignement on a super competitive but text-aligned suited task 🤯
🛰️ At #CVPR2025 presenting "AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities" - Saturday afternoon, Poster 355! If you're here and want to discuss geolocation or geospatial foundation models, let's connect!
I will be at #CVPR2025 this week in Nashville. I will be presenting our paper "Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation". We tackle geolocalization as a generative task allowing for SOTA performance and more interpretable predictions.
📢New preprint “When majority rules, minority loses: bias amplification of gradient descent” We often blame biased data but training also amplifies biases. Our paper explores how ML algorithms favor stereotypes at the expense of minority groups. ➡️arxiv.org/abs/2505.13122 (1/3)
We've added new experiments demonstrating robust generalization capabilities! Notably, AnySat shows strong performance on HLS Burn Scars - a sensor never seen during pretraining! 🔥🛰️ Check it out: 📄 Paper: arxiv.org/abs/2412.14123 🌐 Project: gastruc.github.io/anysat
We've added new experiments demonstrating robust generalization capabilities! Notably, AnySat shows strong performance on HLS Burn Scars - a sensor never seen during pretraining! 🔥🛰️ Check it out: 📄 Paper: arxiv.org/abs/2412.14123 🌐 Project: gastruc.github.io/anysat https://t.co/qTG8TuMa5T
Introducing Chapter-Llama [#CVPR2025], a framework for 𝐯𝐢𝐝𝐞𝐨 𝐜𝐡𝐚𝐩𝐭𝐞𝐫𝐢𝐧𝐠 using Large Language Models! 🎬🦙 Check it out: 📄 Paper: arxiv.org/abs/2504.00072 🔗 Project: imagine.enpc.fr/~lucas.ventura… 💻 Code: github.com/lucas-ventura/… 🤗 Demo: huggingface.co/spaces/lucas-v…
💻We've released the code for our #CVPR2025 paper MAtCha! 🍵MAtCha reconstructs sharp, accurate and scalable meshes of both foreground AND background from just a few unposed images (eg 3 to 10 images)... ...While also working with dense-view datasets (hundreds of images)!
1/13 🐊 Introducing our latest work on improving relative camera pose regression with a novel pre-training approach Alligat0R (arxiv.org/abs/2503.07561)! @GBourmaud @VincentLepetit2
🧩Excited to share our paper "RUBIK: A Structured Benchmark for Image Matching across Geometric Challenges" arxiv.org/abs/2502.19955 accepted to #CVPR2025! We created a benchmark that systematically evaluates image matching methods across well-defined geometric difficulty levels.
🎉 Excited to share my first single-author preprint. Proud of this contribution. I would be grateful for any feedback or thoughts. 🙌
🎉 Excited to share my first single-author preprint. Proud of this contribution. I would be grateful for any feedback or thoughts. 🙌
AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities
AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities @g_astruc @NicaoGr Clement Mallet @loiclandrieu tldr: pretrains a multisensor & multimodal joint embedding network on GeoPlex dataset. achieves SOTA on a diverse set of time-series EO benchmarks
⚠️Reconstructing sharp 3D meshes from a few unposed images is a hard and ambiguous problem. ☑️With MAtCha, we leverage a pretrained depth model to recover sharp meshes from sparse views including both foreground and background, within mins!🧵 🌐Webpage: anttwo.github.io/matcha/

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