Search Results for author: Karim Abou Zeid

Found 4 papers, 4 papers with code

DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation

1 code implementation24 Mar 2025 Karim Abou Zeid, Kadir Yilmaz, Daan de Geus, Alexander Hermans, David Adrian, Timm Linder, Bastian Leibe

Vision foundation models (VFMs) trained on large-scale image datasets provide high-quality features that have significantly advanced 2D visual recognition.

3D Semantic Segmentation LIDAR Semantic Segmentation +2

Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think

1 code implementation17 Sep 2024 Gonzalo Martin Garcia, Karim Abou Zeid, Christian Schmidt, Daan de Geus, Alexander Hermans, Bastian Leibe

Recent work showed that large diffusion models can be reused as highly precise monocular depth estimators by casting depth estimation as an image-conditional image generation task.

Conditional Image Generation Monocular Depth Estimation +2

Point2Vec for Self-Supervised Representation Learning on Point Clouds

1 code implementation29 Mar 2023 Karim Abou Zeid, Jonas Schult, Alexander Hermans, Bastian Leibe

Recently, the self-supervised learning framework data2vec has shown inspiring performance for various modalities using a masked student-teacher approach.

Ranked #5 on 3D Point Cloud Classification on ModelNet40 (using extra training data)

3D Part Segmentation Few-Shot 3D Point Cloud Classification +3

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