Monocular depth estimation

5 papers across 4 sessions

Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

QSCA: Quantization with Self-Compensating Auxiliary for Monocular Depth Estimation

#911 · Jincheol Yang, Jaemin Choi, Matti Zinke, Suk-Ju Kang

Poster Session 2

2 papers

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Distil-E2D: Distilling Image-to-Depth Priors for Event-Based Monocular Depth Estimation

#4817 · Jie Long Lee, Gim Hee Lee

We propose Distil-E2D for event-based monocular depth estimation, using dense synthetic depths from foundational models, a confidence-guided calibrated loss for label alignment, and a novel architecture to improve encoder representation.

RPG360: Robust 360 Depth Estimation with Perspective Foundation Models and Graph Optimization

#4516 · Dongki Jung, Jaehoon Choi, Yonghan Lee, Dinesh Manocha

Poster Session 4

1 paper

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Evaluating Robustness of Monocular Depth Estimation with Procedural Scene Perturbations

#4516 · Jack Nugent, Siyang Wu, Zeyu Ma, Beining Han, Meenal Parakh, Abhishek Joshi, Lingjie Mei, Alexander Raistrick, Xinyuan Li, Jia Deng

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

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360D: Spatial-to-Temporal Consistency for Training-free 360 Monocular Depth Estimation

#4818 · Zidong Cao, Jinjing Zhu, Hao Ai, Lutao Jiang, Yuanhuiyi Lyu, Hui Xiong