poetrywanderer / Interpretable-3D-Modeling

Interpretable-3D-Modeling Research

Personal repository to track my PhD research. Based on Yagami360/MachineLearning-Papers_Survey.

🎯 Try to write a issue for each paper!!

Related Work

Progress in NeRF

3D Vision Tasks

Novel View Synthesis (NVS)

Multi View Stereo (MVS)

• NeuralMVS: Bridging Multi-View Stereo and Novel View Synthesis (distinguish MVS from NVS)

Uncertainty in 3D

Theorey building

Already Published:

Stochastic Neural Radiance Fields:

• Stochastic Neural Radiance Fields: Quantifying Uncertainty in Implicit 3D Representations (3DV 2021)

• Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty Quantification (ECCV 2022)

Next work

uncertainty application:

• choose faster nerf framework(TODO) to achieve real time uncertainty estimation

• achieve active learning(TODO) using uncertainty

■ Reference site

◎ Convenient sites

• PapersWithCode.com: check if a paper is implemented
• SemanticScholar.org: uses ML to cluster related papers, create custom paper feeds
• ConnectedPapers.com: visualize a graph of related papers

◎ Other reference sites

• Yagami360/MachineLearning-Papers_Survey
• andrewjong/Deep-Learning-Paper-Surveys