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

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.