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Luc Van Gool

3 papers indexed

arxivcs.CVcs.LG2026-07-17

More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe

Stefan Maria Ailuro, Mario Markov, Mohammad Mahdi, Luc Van Gool, Danda Pani Paudel

Remote sensing vision-language models are increasingly expected to support open-ended reasoning over Earth Observation data and a variety of tasks. Most recent progress in this area has been driven by remote-sensing-specific architectural designs, often introducing new encoders,…

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arxivcs.AI2026-07-17

Knowledge-Centric Agents for Workflow Generation

Zhendong Li, Lei Sun, Ruibo Ming, He Zhang, Danda Pani Paudel, Luc Van Gool, et al.

Workflow generation in visual creation systems such as ComfyUI demands not only syntactic accuracy but also expert-level reasoning over modular compositions. Existing large language model (LLM) approaches often treat this as a direct text-to-JSON generation task, struggling with…

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arxivcs.CVcs.AIcs.ETcs.MM2026-06-27

Semantic-Aware, Physics-Informed, Geometry-Grounded Weather Video Synthesis

Chenghao Qian, Nedko Savov, Lingdong Kong, Yeying Jin, Rui Song, Wenjing Li, et al.

Weather synthesis aims to add weather effects to input videos while preserving scene identity, structure, and motion. The key limitation of existing methods is the lack of diversity in weather appearance and effective control over weather dynamics (e.g., temporal evolution and pa…

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