GIFT: Geometry-Invariant Fine-Tuning for Non-Lambertian Monocular Depth Estimation

Xianghui Fan, Zhaoyu Chen, Bingqian Wu +6

Monocular depth foundation models, benefiting from large-scale synthetic training data, have demonstrated strong generalization. However, they often hallucinate depth on non-Lamber…