TRICKY 2025 Challenge on Monocular Depth from Images of Specular and Transparent Surfaces

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Pierluigi Zama Ramirez, Alex Costanzino, Fabio Tosi, Matteo Poggi, Luigi Di Stefano, Jean-Baptiste Weibel, Doris Antensteiner, Markus Vincze, Benjamin Busam, Guangyao Zhai, Weihang Li, Junwen Huang, Hyunjun Jung, Mykola Lavreniuk, Pihai Sun, Yijun Luo, Hongtao Wang, Manying Gao, Kui Jiang, Junjun Jiang

Published: 2025, Last Modified: 01 Apr 2026ICCVW 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: This paper presents the results of the TRICKY 2025 Monocular Depth Track Challenge, held as part of the Transparent & Reflective objects In the wild Challenges (TRICKY) workshop at ICCV 2025. The challenge aims to advance the state-of-the-art in dense depth prediction for reflective and transparent surfaces, building on recent progress in the field. The competition attracted 50 registered participants, with 8 teams competing during the test phase and 2 teams ultimately submitting their monocular depth estimation pipelines along with detailed technical reports.