Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T16:58:00.671113Z
Paper Citation Record · LEDGER
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
As of 16 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 3 inbound Pith citation observations for arXiv:2412.09593.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:16:03.736515Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T00:04:06.018404Z
Reference resolution
64 of 64 outbound references displayed
- verified exact0
- verified fuzzy52
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 33993029-78b9-4b36-b3f2-2ca3400153e3 · outbound
This paper cites Stable diffusion v2.1.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Stable diffusion v2.1
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.583582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 32e86b4a-3ade-48cc-a8d3-a120a9a9ee2c · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.426518Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2f778bc-204e-45e1-b8b1-18d962184373 · outbound
This paper cites Es- timating and exploiting the aleatoric uncertainty in surface normal estimation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Es- timating and exploiting the aleatoric uncertainty in surface normal estimation
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.565803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 34679ffa-2511-45b0-a1ed-611b02be8de0 · outbound
This paper cites Marr revisited: 2d-3d alignment via surface normal prediction.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Marr revisited: 2d-3d alignment via surface normal prediction
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.554399Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8990dbbe-3089-4308-9aac-5f0895dbc39a · outbound
This paper cites Freeman, and Varun Jampani.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Freeman, and Varun Jampani
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.543295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b1577436-81d1-49a2-84b3-97e2e3ee4a41 · outbound
This paper cites Shape, albedo, and illumination from a single image of an unknown object.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Shape, albedo, and illumination from a single image of an unknown object
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.531585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 856eb852-dba7-4b50-8624-c615473e7a41 · outbound
This paper cites Barron, Ce Liu, and Hendrik P.A.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Barron, Ce Liu, and Hendrik P.A
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.520767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 33975dc9-32e9-40fb-bc35-c5eb18c329f8 · outbound
This paper cites Intrinsicanything: Learning diffusion priors for inverse rendering under unknown illumi- nation, 2024.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Intrinsicanything: Learning diffusion priors for inverse rendering under unknown illumi- nation, 2024
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.510216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ac5761c5-b184-45b8-97d8-26bee5b7f626 · outbound
This paper cites Blender - a 3D modelling and rendering package.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Blender - a 3D modelling and rendering package
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.499010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ac7c2943-7081-43eb-b0f1-955fb7286c15 · outbound
This paper cites Acquiring the reflectance field of a human face.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Acquiring the reflectance field of a human face
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.487289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation af3ef733-fc02-4b29-804e-d51f860c08cf · outbound
This paper cites Objaverse: A universe of annotated 3d objects.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Objaverse: A universe of annotated 3d objects
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.475526Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a3a345f5-27c6-4a65-a8fd-b7c5f21973c9 · outbound
This paper cites Roumeliotis, and Hyun Soo Park.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Roumeliotis, and Hyun Soo Park
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.463868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4197644d-94d2-4240-abb0-f22d481dffa2 · outbound
This paper cites Drbohlav and M.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Drbohlav and M
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.451785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d0b8e05d-5e7b-40e0-91ca-23b7c27c84dc · outbound
This paper cites Omnidata: A scalable pipeline for making multi-task mid-level vision datasets from 3d scans.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Omnidata: A scalable pipeline for making multi-task mid-level vision datasets from 3d scans
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.438577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0f89a697-21a4-4aec-9513-7a5d69f9ae65 · outbound
This paper cites Fouhey, Abhinav Gupta, and Martial Hebert.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Fouhey, Abhinav Gupta, and Martial Hebert
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.426804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 702630d8-db8e-4619-8b4e-ef9e0abd8f84 · outbound
This paper cites Geowiz- ard: Unleashing the diffusion priors for 3d geometry estima- tion from a single image.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Geowiz- ard: Unleashing the diffusion priors for 3d geometry estima- tion from a single image
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.415562Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1de76161-8417-4b62-996b-96f5d44887c3 · outbound
This paper cites Shape, light, and material decomposition from images us- ing monte carlo rendering and denoising.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Shape, light, and material decomposition from images us- ing monte carlo rendering and denoising
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.403143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 40d7a1b3-72a2-44ad-987a-d87b5325a8bf · outbound
This paper cites Openlrm: Open-source large reconstruction models.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Openlrm: Open-source large reconstruction models
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.391088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5ba8b404-5461-4bb0-802a-3f57ebdb8ca5 · outbound
This paper cites Efros, and Martial Hebert.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Efros, and Martial Hebert
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.493735Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b906bb08-2ecb-40fb-a83e-f7a03c333b53 · outbound
This paper cites Efros, and Martial Hebert.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Efros, and Martial Hebert
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.372602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a1cc57d4-4304-4fd5-b0e1-9b2d58d6471b · outbound
This paper cites LRM: Large reconstruction model for single image to 3d.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion LRM: Large reconstruction model for single image to 3d
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.361885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0b14b5d6-bef6-44c4-a549-c178e4892147 · outbound
This paper cites Ma- terial anything: Generating materials for any 3d object via diffusion.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Ma- terial anything: Generating materials for any 3d object via diffusion
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.350591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 76256486-2692-4c98-a259-db84a0cdb19a · outbound
This paper cites Neural gaffer: Relighting any object via diffusion.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Neural gaffer: Relighting any object via diffusion
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.339654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 931228cc-0eb5-4c16-8664-84054dc27111 · outbound
This paper cites Multi-view photometric stereo revis- ited.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Multi-view photometric stereo revis- ited
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.328307Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ec6d9c5c-21bb-4cb9-8b1a-00c532e4b228 · outbound
This paper cites Repurpos- ing diffusion-based image generators for monocular depth estimation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Repurpos- ing diffusion-based image generators for monocular depth estimation
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.316628Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 18064f72-65b9-4e63-a081-785cc7220deb · outbound
This paper cites Dis- criminatively trained dense surface normal estimation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Dis- criminatively trained dense surface normal estimation
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.305075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8669f957-1ba0-40f7-8968-9144ea8dcb7f · outbound
This paper cites Modular primitives for high-performance differentiable rendering.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Modular primitives for high-performance differentiable rendering
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.293062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f563ab46-b201-45f6-b124-b98898bfb188 · outbound
This paper cites The digital michelangelo project: 3d scanning of large statues.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion The digital michelangelo project: 3d scanning of large statues
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.279846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 993ee1e2-b4e4-4312-84a0-a0e8d5dfaaec · outbound
This paper cites Depth and surface normal estimation from monocular images using regression on deep features and hierarchical crfs.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Depth and surface normal estimation from monocular images using regression on deep features and hierarchical crfs
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.267468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e53f2976-34da-4eb0-8c7c-2c592962f7cd · outbound
This paper cites Instant3d: Fast text-to-3d with sparse-view generation and large reconstruction model.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Instant3d: Fast text-to-3d with sparse-view generation and large reconstruction model
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.254521Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9f84f931-0797-42d4-9fbc-d95c12a0bf75 · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:01.241216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2b22a92d-91c3-4266-af07-d5575a5e597c · outbound
This paper cites One-2-3-45++: Fast single image to 3d objects with consistent multi-view generation and 3d diffusion.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion One-2-3-45++: Fast single image to 3d objects with consistent multi-view generation and 3d diffusion
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.228260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e48290eb-464d-4398-b68f-f8519e06a43a · outbound
This paper cites Zero-1-to-3: Zero-shot one image to 3d object.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Zero-1-to-3: Zero-shot one image to 3d object
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.214429Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f1f0336d-b003-4692-bca8-5d9764c969e6 · outbound
This paper cites Unsupervised learning for intrinsic image decomposition from a single im- age.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unsupervised learning for intrinsic image decomposition from a single im- age
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.202474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0e3505c2-6a12-4b39-85ab-0ba0fd31e784 · outbound
This paper cites Syncdreamer: Gen- erating multiview-consistent images from a single-view im- age.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Syncdreamer: Gen- erating multiview-consistent images from a single-view im- age
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.055778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 64e0c68e-8041-4ab0-8e38-d739fd7cc303 · outbound
This paper cites Diffusion posterior illumination for ambiguity-aware inverse rendering.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Diffusion posterior illumination for ambiguity-aware inverse rendering
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:01.040559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9face1e6-7651-45e0-9645-5203f5a305b3 · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:01.025702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 171817d3-8082-4ac1-8be1-133da3a836f8 · outbound
This paper cites High-resolution image synthesis with latent diffusion models.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion High-resolution image synthesis with latent diffusion models
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.571806Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fd1971c-66af-4b5a-8279-1b43f4185069 · outbound
This paper cites Blip-2, opt-2.7b, pre-trained only.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Blip-2, opt-2.7b, pre-trained only
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.996242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 16ea6c0b-e25f-46fc-a686-e8c817599dc8 · outbound
This paper cites Progressive distillation for fast sampling of diffusion models.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Progressive distillation for fast sampling of diffusion models
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.984567Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3ad3fc09-47a5-47ef-9f90-afe0e38c8666 · outbound
This paper cites Chandraker.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Chandraker
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.972305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 074e78a6-b4af-498a-a51e-12b5eaa0446c · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:00.960627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 01b868d6-0106-40a6-bece-6ab24464eee6 · outbound
This paper cites Zero123++: a single image to consistent multi-view dif- fusion base model, 2023.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Zero123++: a single image to consistent multi-view dif- fusion base model, 2023
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.948973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2befeaca-bd81-4bbe-bf43-d6d538f2c795 · outbound
This paper cites MVDream: Multi-view diffusion for 3d gen- eration.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion MVDream: Multi-view diffusion for 3d gen- eration
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.937470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c2c72739-b6d6-4074-8765-cee2b24988a9 · outbound
This paper cites Srinivasan, Boyang Deng, Xiuming Zhang, Matthew Tancik, Ben Mildenhall, and Jonathan T.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Srinivasan, Boyang Deng, Xiuming Zhang, Matthew Tancik, Ben Mildenhall, and Jonathan T
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.925903Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0d0012fe-6495-4fa5-9130-b44f60f541f8 · outbound
This paper cites Lgm: Large multi-view gaussian model for high-resolution 3d content creation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Lgm: Large multi-view gaussian model for high-resolution 3d content creation
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.914088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 74e7b543-2ca2-4328-a671-fe3fa62af73f · outbound
This paper cites Matsynth: A modern pbr materials dataset.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Matsynth: A modern pbr materials dataset
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.900395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3ee41278-cb5a-4a86-8efa-6f86dd32a829 · outbound
This paper cites Vplnet: Deep single view nor- mal estimation with vanishing points and lines.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Vplnet: Deep single view nor- mal estimation with vanishing points and lines
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.888712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0f5e1d70-84ad-44dc-849f-94951a573d82 · outbound
This paper cites Pretraining is all you need for image-to-image translation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Pretraining is all you need for image-to-image translation
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.876494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d4aa5453-5edc-4490-9910-42ed189ea436 · outbound
This paper cites Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.616549Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38ea034e-306d-4e3f-8615-885600ff0639 · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:00.863534Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9953d2fa-68c0-4d66-ae5c-1dcc766e7d16 · outbound
This paper cites What matters when repurposing diffusion models for general dense perception tasks?, 2024.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion What matters when repurposing diffusion models for general dense perception tasks?, 2024
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.851674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c5b84255-de4b-4ec6-bb7c-00252859c69f · outbound
This paper cites Stablenormal: Reducing diffusion variance for stable and sharp normal.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Stablenormal: Reducing diffusion variance for stable and sharp normal
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.839682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7cf53854-992e-4716-9f0f-24233829cd53 · outbound
This paper cites Weakly-supervised single-view image relighting.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Weakly-supervised single-view image relighting
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.827328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 16327c69-7f0f-4868-afee-8da08f181f63 · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:00.815317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a017f829-de61-41f2-a672-40f1fdc8d065 · outbound
This paper cites Dilightnet: Fine-grained light- ing control for diffusion-based image generation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Dilightnet: Fine-grained light- ing control for diffusion-based image generation
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.804263Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b5b62d86-399f-4c28-a9f1-4887244bc1cc · outbound
This paper cites Rgb ↔x: Image decomposition and synthe- sis using material- and lighting-aware diffusion models.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Rgb ↔x: Image decomposition and synthe- sis using material- and lighting-aware diffusion models
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.792787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3f97e334-08be-4378-a76f-750f1018ab8a · outbound
This paper cites Neilf++: Inter-reflectable light fields for geometry and material es- timation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Neilf++: Inter-reflectable light fields for geometry and material es- timation
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.779976Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 31a4afe2-34c2-4c57-bc77-6c4c9ede9188 · outbound
This paper cites Reference-only control.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Reference-only control
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.651133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a26b0d64-ded6-481f-b630-e52e900cea3f · outbound
This paper cites Ic-light github page, 2024.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Ic-light github page, 2024
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.761425Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 97f954d9-2cdc-4ed4-a455-5e8c6f5cd0a0 · outbound
This paper cites The unreasonable effectiveness of deep features as a perceptual metric.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion The unreasonable effectiveness of deep features as a perceptual metric
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:00.658508Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21039ee3-4ffe-4a61-8931-eca140ee87b0 · outbound
This paper cites Pattern-affinitive propagation across depth, surface normal and semantic segmentation.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Pattern-affinitive propagation across depth, surface normal and semantic segmentation
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.743140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 384ff542-cdd1-418e-af72-8a55a9f1d6a8 · outbound
This paper cites Training on 32 NVIDIA A100 (80G) GPUs, this phase completes in approximately 20 hours.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Training on 32 NVIDIA A100 (80G) GPUs, this phase completes in approximately 20 hours
Reference 128
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:58:00.719928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e1149373-e669-4283-9675-a7636c5c07b2 · outbound
This paper cites an unresolved cited work.
Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion Unresolved cited work
Reference 224
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:58:00.731718Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
Observation e04558c0-1f04-444a-8f0b-3179bf23ba22 · inbound
A Real-world Display Inverse Rendering Dataset cites this paper.
A Real-world Display Inverse Rendering Dataset Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T18:38:21.900193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddc635dd-5523-4dce-bf56-e42d9faf102a · inbound
Snapshot Polarimetric Display Inverse Rendering cites this paper.
Snapshot Polarimetric Display Inverse Rendering Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T00:04:06.019958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f8f158a5-929c-423d-9d40-2d64a122633c · inbound
A Hybrid Neural-Microfacet BRDF Model for Real-Time Rendering cites this paper.
A Hybrid Neural-Microfacet BRDF Model for Real-Time Rendering Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:16:03.736515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.