|国家预印本平台
首页|CzechLynx: A Dataset for Individual Identification and Pose Estimation of the Eurasian Lynx

CzechLynx: A Dataset for Individual Identification and Pose Estimation of the Eurasian Lynx

CzechLynx: A Dataset for Individual Identification and Pose Estimation of the Eurasian Lynx

来源:Arxiv_logoArxiv
英文摘要

We introduce CzechLynx, the first large-scale, open-access dataset for individual identification, 2D pose estimation, and instance segmentation of the Eurasian lynx (Lynx lynx). CzechLynx includes more than 30k camera trap images annotated with segmentation masks, identity labels, and 20-point skeletons and covers 219 unique individuals across 15 years of systematic monitoring in two geographically distinct regions: Southwest Bohemia and the Western Carpathians. To increase the data variability, we create a complementary synthetic set with more than 100k photorealistic images generated via a Unity-based pipeline and diffusion-driven text-to-texture modeling, covering diverse environments, poses, and coat-pattern variations. To allow testing generalization across spatial and temporal domains, we define three tailored evaluation protocols/splits: (i) geo-aware, (ii) time-aware open-set, and (iii) time-aware closed-set. This dataset is targeted to be instrumental in benchmarking state-of-the-art models and the development of novel methods for not just individual animal re-identification.

Lukas Picek、Elisa Belotti、Michal Bojda、Ludek Bufka、Vojtech Cermak、Martin Dula、Rostislav Dvorak、Luboslav Hrdy、Miroslav Jirik、Vaclav Kocourek、Josefa Krausova、Jir? Labuda、Jakub Straka、Ludek Toman、Vlado Trul?k、Martin Vana、Miroslav Kutal

生物科学研究方法、生物科学研究技术动物学生物资源调查

Lukas Picek,Elisa Belotti,Michal Bojda,Ludek Bufka,Vojtech Cermak,Martin Dula,Rostislav Dvorak,Luboslav Hrdy,Miroslav Jirik,Vaclav Kocourek,Josefa Krausova,Jir? Labuda,Jakub Straka,Ludek Toman,Vlado Trul?k,Martin Vana,Miroslav Kutal.CzechLynx: A Dataset for Individual Identification and Pose Estimation of the Eurasian Lynx[EB/OL].(2025-06-05)[2025-06-13].https://arxiv.org/abs/2506.04931.点此复制

评论