Computer Vision
-
LangHOPS: Language‑Grounded Hierarchical Open‑Vocabulary Part Segmentation
Yang Miao, Jan‑Nico Zaech, Xi Wang, Fabien Despinoy, Danda Pani Paudel, Luc Van Gool LangHOPS introduces a multimodal framework for open‑vocabulary object‑part segmentation. The system models hierarchical part relationships using structured prompts processed with large language models. The approach improves zero‑shot part segmentation performance on PartImageNet and ADE20K benchmarks and achieves better generalization to previously…
-
Probabilistic Sampling of Balanced K-Means using Adiabatic Quantum Computing
Jan-Nico Zaech, Martin Danelljan, Tolga Birdal, Luc Van Gool IEEE Conference on Computer Vision and Pattern Recognition 2024 (CVPR) Abstract Adiabatic quantum computing (AQC) is a promising approach for discrete and often NP-hard optimization problems. Current AQCs allow to implement problems of research interest, which has sparked the development of quantum representations for many computer…