Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Baking Neural Radiance Fields for Real-Time View Synthesis.

IEEE transactions on pattern analysis and machine intelligence·2024
Same author

Unique Geometry and Texture From Corresponding Image Patches.

IEEE transactions on pattern analysis and machine intelligence·2021
Same author

Compact single-shot metalens depth sensors inspired by eyes of jumping spiders.

Proceedings of the National Academy of Sciences of the United States of America·2019
Same author

Swedish guidelines for registry-based randomized clinical trials.

Upsala journal of medical sciences·2019
Same author

Understanding Symmetric Smoothing Filters: A Gaussian Mixture Model Perspective.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2017
Same author

Sequential Monte Carlo Instant Radiosity.

IEEE transactions on visualization and computer graphics·2017
Same journal

Relation DETR+: Exploring Explicit Position Relation Prior for Dense Prediction.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

CAFE: Cross-View Adaptive Fusion and Cluster Center Enhancement for Robust Multi-View Clustering.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

Ethics-Aware Safe Reinforcement Learning for Rare-Event Risk Control in Interactive Urban Driving.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

Learning Shape Anchors for Holistic Indoor Scene Understanding.

IEEE transactions on pattern analysis and machine intelligence·2026
See all related articles

Related Experiment Video

Updated: Jan 18, 2026

Topographical Estimation of Visual Population Receptive Fields by fMRI
06:02

Topographical Estimation of Visual Population Receptive Fields by fMRI

Published on: February 3, 2015

9.7K

Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fields.

Dor Verbin, Peter Hedman, Ben Mildenhall

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |January 30, 2024
    PubMed
    Summary
    This summary is machine-generated.

    Ref-NeRF enhances Neural Radiance Fields (NeRF) for realistic glossy surface rendering. This novel approach improves specular reflections and offers interpretable scene representations for editing.

    More Related Videos

    Localizing Protein in 3D Neural Stem Cell Culture: a Hybrid Visualization Methodology
    21:47

    Localizing Protein in 3D Neural Stem Cell Culture: a Hybrid Visualization Methodology

    Published on: December 19, 2010

    13.1K
    A Method for 3D Reconstruction and Virtual Reality Analysis of Glial and Neuronal Cells
    12:49

    A Method for 3D Reconstruction and Virtual Reality Analysis of Glial and Neuronal Cells

    Published on: September 28, 2019

    13.3K

    Related Experiment Videos

    Last Updated: Jan 18, 2026

    Topographical Estimation of Visual Population Receptive Fields by fMRI
    06:02

    Topographical Estimation of Visual Population Receptive Fields by fMRI

    Published on: February 3, 2015

    9.7K
    Localizing Protein in 3D Neural Stem Cell Culture: a Hybrid Visualization Methodology
    21:47

    Localizing Protein in 3D Neural Stem Cell Culture: a Hybrid Visualization Methodology

    Published on: December 19, 2010

    13.1K
    A Method for 3D Reconstruction and Virtual Reality Analysis of Glial and Neuronal Cells
    12:49

    A Method for 3D Reconstruction and Virtual Reality Analysis of Glial and Neuronal Cells

    Published on: September 28, 2019

    13.3K

    Area of Science:

    • Computer Vision
    • Computer Graphics
    • Artificial Intelligence

    Background:

    • Neural Radiance Fields (NeRF) excel at view synthesis and geometric detail.
    • NeRF struggles with accurately representing glossy surfaces and specular reflections.

    Purpose of the Study:

    • To improve the realism and accuracy of specular reflections in NeRF models.
    • To introduce a new NeRF parameterization for enhanced glossy surface appearance.

    Main Methods:

    • Introduced Ref-NeRF, replacing view-dependent radiance with reflected radiance.
    • Utilized spatially-varying scene properties for function structuring.
    • Incorporated a regularizer on normal vectors.

    Main Results:

    • Significantly improved realism and accuracy of specular reflections.
    • Demonstrated the interpretability of the model's internal radiance representation.
    • Showcased the utility of the representation for scene editing.

    Conclusions:

    • Ref-NeRF effectively addresses limitations of standard NeRF for glossy surfaces.
    • The proposed method enhances specular reflection rendering.
    • The internal representation is valuable for scene manipulation and editing.