5 papers
Greenscapes: Optimized Vegetation Configurations in Cities
Patryk Bartkowiak, Marcin Marlewski, Paweł Wójcik +5
Vegetation plays a central role in cities, serving functional roles such as balancing shade and sky exposure, shaping the microclimate, carbon sequestration, and providing acoustic…
SynGallery: A Synthetic Gallery of Real Paintings for Instance-Level Artwork Recognition
Patryk Bartkowiak, Jakub Markil, Bartosz Kotrys +3
Instance-level artwork recognition requires matching a handheld visitor photograph to a specific work in a large museum collection. This is challenging because painting datasets ty…
MaSC: A Masked Similarity Metric for Evaluating Concept-Driven Generation
Patryk Bartkowiak, Lennart Petersen, Bartosz Kotrys +3
Evaluating single-concept personalization in text-to-image diffusion requires measuring both concept preservation, which captures identity fidelity to a reference, and prompt follo…
Auditing Metrics for Synthetic Data Utility: A Cross-Domain Study of Appearance and Geometry
Patryk Bartkowiak, Bartosz Kotrys, Dominik Michels +2
We propose SADGE, a quantitative similarity metric that predicts the performance of synthetic image datasets for common computer vision tasks without downstream model training. Est…
EdgeWisePersona: A Dataset for On-Device User Profiling from Natural Language Interactions
Patryk Bartkowiak, Michal Podstawski
This paper introduces a novel dataset and evaluation benchmark designed to assess and improve small language models deployable on edge devices, with a focus on user profiling from…