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Paper Citation Record · LEDGER

Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion

As of 19 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.

pith.paper-citation-record.v1
2412.09593 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:58:00.671113Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:16:03.736515Z

measured 0 of 1 external citation measurements

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

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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

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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

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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
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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
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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
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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
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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
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Source-reported events for the cited work

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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
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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.551390Z digest=sha256:5490d63295c3054d7010047cc57585f21879a7b8df9e4f556ba35468acf815cb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.555385Z digest=sha256:a38d5d975585ce91244ea04c07edae37da265c4d2d87fccbaf4410807abbec2f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.558831Z digest=sha256:35618791412650dcdef02361fa6ef139d55d9f1efd979526fa914f3b4b5bd024

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.562397Z digest=sha256:df96cd0a6c2f5d84625b24c4dce005230bee9ed7072310cf848a319adb49a367

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.566730Z digest=sha256:2383b5826f8fae8396fc8c31fa87fda7f0991151b6e75625e5fd8d709222dd95

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.

source=pdf_text observed=2026-08-11T16:58:00.571806Z digest=sha256:9d34be7aece26631f838645233ee11ab9e295b77ccb4c34c6253bc069f98daf7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.575999Z digest=sha256:3f825d8e039d8b0313d36f8535925711f1c59a815da43eb3761719317f548940

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.579535Z digest=sha256:a5a211cf6c5c6d364f3838c1fa182543f2ca15231cb6a3e0ff52253bb65ff35b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.583261Z digest=sha256:b7c56442a208bf7f5e32acbdf38747463c007a40d1d1319d6096883c6bd29644

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.587418Z digest=sha256:2f397ea5ffa58da04d55bf1e7260832327245a98aff585cf04d10f70ee4ed6d7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.591411Z digest=sha256:6a16799af26ca4d3e8fea63a3806870199617a9f40ced4c1f45999cdab255486

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.594969Z digest=sha256:8f7f06426f556e19a0528b64b3d52cd504e38819d52217d363e52337ece78edb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.598559Z digest=sha256:dc0397f7583e76d98cdd872496a49bfc4db24081317ea30ec134cafd106e6627

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.601958Z digest=sha256:50dde0f94b81d01cfdf6f1d299a0d0e35a4250abeb8489e12a0194ea34a6b077

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.605849Z digest=sha256:29e926735450c94b6587239468786aec4e3d34535149e4d0923668e35b74855b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.609429Z digest=sha256:69f08bcc7bc2ef9f964a9bb759df00d4b5bf36326a21728246b9cde230e67027

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.613021Z digest=sha256:472c8ddee0a7b0c3afdf15c49846421e1f363a525821b09b1f42c757cd51c4c9

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.

source=pdf_text observed=2026-08-11T16:58:00.616549Z digest=sha256:c4d9652d1c31e83c34919ec49397ae2344e7f64c650053d181629d8b162ad773

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.620850Z digest=sha256:076af7d375efeabc2124293c4cbb0af717907da8e7e1caf268988035c250a5cc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.624547Z digest=sha256:211201f885dcafa841231213a52adaaabdcd4fa7db380a51001c91fb94aea106

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.627934Z digest=sha256:0da5679cb3d363a0796cb97cdbacdb4c7d6c1253246ac182564c0cae08d49a18

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.631787Z digest=sha256:6efed409f8012e71f70601fc85f854382318b08b59f2e3b0082d39edf2bd79f8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.635576Z digest=sha256:4d7f974cd6598b95e38a81aa4f04823962173b91c03a94953cac8737ffa3d69b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.639129Z digest=sha256:216cfc450d4bef19e7fe6f5e05c8a93e7c5e4aed5bd903ef75b83e2f6cc91a6d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.642886Z digest=sha256:c7bc310ce253963ca9e88731d8cc3b5e6b41d990b40642fc27833ebf72c67d03

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.646825Z digest=sha256:6a578fac01a2925e575316be91c9e15e037ff374940b40ec1744635cbb38bd96

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.

source=pdf_text observed=2026-08-11T16:58:00.651133Z digest=sha256:5b7c27c6434e5e4007f5d03b8b68d6b5b811cd304fa6a3c771c7f377a8af3acf

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.654990Z digest=sha256:3f3f5081763d6d7636ab2d2349b68428e8ec9c49745658382e33ca9567f0afc0

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.

source=pdf_text observed=2026-08-11T16:58:00.658508Z digest=sha256:13d73fd723e81cfa23f842557c2527020f35df37b67a2a4a0f03a5ee6e4e5718

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.661980Z digest=sha256:0157e7d87f292c6c409d8ee2eaa488375894e7ebe6794d68fa9497da8a9504be

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.671113Z digest=sha256:52db7555c00fedd60a9ef6f80596cda1af0686eb8c4d7dff62fcfc1a30d11832

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T16:58:00.666872Z digest=sha256:9135ff4586e53191c6af49d27c32ee69298f0a84376ec460d191c082806cdc82

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.

source=pdf_text observed=2026-08-05T18:38:21.900193Z digest=sha256:04653c77edbc55c1076dbc31cccfd9ac9b270087fa06f2120c3f118ca6e334b0

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-30T00:01:10.207972Z digest=sha256:ebe0fb59fbf77e3fd8e684c7f95e84a3565f3e58bd52ecd8d41e1b20895cb6ac

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.

source=arxiv_source observed=2026-08-11T14:16:03.736515Z digest=sha256:28d0c3e67713be4d6148689129ca4d4bf1b679c3189f4503ec78e9caf542cada