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Weining Ren

3 accepted papers

2025

Fin3R: Fine-tuning Feed-forward 3D Reconstruction Models via Monocular Knowledge Distillation

NeurIPS 2025poster

We present Fin3R, a simple, effective, and general fine-tuning method for feed-forward 3D reconstruction models. The family of feed-forward reconstruction model regresses pointmap of all input images to a reference frame coordinate system, along with other auxiliary outputs, in a single forward pass…

Cited by 0SourcecodeScholar
2024

NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild

CVPR 2024poster

Neural Radiance Fields (NeRFs) have shown remarkable success in synthesizing photorealistic views from multi-view images of static scenes but face challenges in dynamic real-world environments with distractors like moving objects shadows and lighting changes. Existing methods manage controlled envir…