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Paper Citation Record · LEDGER

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

As of 13 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 2026-08-13T06:32:02.005865+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

Resolution
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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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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Source-reported events for the cited work

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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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Source-reported events for the cited work

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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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Source-reported events for the cited work

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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 2026-08-13T06:32:02.005865+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

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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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Source-reported events for the cited work

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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

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
verified fuzzy
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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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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
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 2026-08-13T06:32:02.005865+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
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.538555Z digest=sha256:cb9989e46aa9c6a88f43b5d3c95da358dff27e5d5320c4ecb17c9cc6d1801af9

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 2026-08-13T06:32:02.005865+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
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.547593Z digest=sha256:206f14ab353c5b1ad5b3abbb2ca4c75696844df8f3662cfc66af782d8b0f9b5d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.551390Z digest=sha256:ded8cc30838a55abddd0ebed0f2d2b2d07257f30dea21ef8eb3ee6bff4b0a63c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.555385Z digest=sha256:3287757fd0d044f392ef736628b6ff2b05c06ea9f8d8b5c589727f1b3d4732ca

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.558831Z digest=sha256:e2666eabc7e605f13b952f850271929586c4bcd3af47d2ab39e6360d383b7f65

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.562397Z digest=sha256:55e8d1bfe40d0df3ca2cfb3fa1cc03e77a0b38f736991ea39b397a8229ac3894

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.566730Z digest=sha256:1bd74562e3a292885decab72ad093de0b559aa7e20f1e45d8ac86c69a5056d0e

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=sha256:6065c501ebd1374821bdbfe7ecb1f0a3442b514b55a313b45ca749b04a3c7861

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.575999Z digest=sha256:9a50d8dca5110974e699982c29ce12899e91e10bcbff3d84b3bf9666155239b0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.579535Z digest=sha256:ef3e8e8587d2b16a98101321f8b30716e46d5f7265b4ca4c036c9ef81aad3660

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.583261Z digest=sha256:1f18379615bf4298bf3818b147fe2ee336adbc443889a15a960da00184aa7a7d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.587418Z digest=sha256:b7bc91c6886e13c06fd7333116b330413e2b06dbd5faa961ca813e61b486d661

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.591411Z digest=sha256:c6e1c3b583dd7ddf789efb3a82c5cad86c503358158d80a3b66a6760166dd5d8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.594969Z digest=sha256:ca3b34049e97887a25009e59f129d4ef9a3f54cf490f4dbe292d9a8513d17216

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.598559Z digest=sha256:89cedcf72c2d65a9699fe5ac8377552fdfa150cce6a54f94e2438f267cb01e99

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.601958Z digest=sha256:8f5ba69cd5c1aef689e85e278283355ad538c7da6d0d00da4b75192648b85110

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.605849Z digest=sha256:d6842e3aa141ebc1948e9675ee081ab9640aadd5641365ea2357c2b30baca53f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.609429Z digest=sha256:1d558c4f7ccd9a239c2e5a6881b84ecdfa4a8afb5a6137c5084f1eff2fbef55f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.613021Z digest=sha256:f411fb61cffd142e263b6653596dc2fd10a75e6902cde6de7e649144dce615b5

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=sha256:3f68c99894e70695d35bdb98e5af9ce3ffa9bda2c59de011c741851e83eb7fb8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.620850Z digest=sha256:c3ea541fa2300bd47536c96b171d8ac7eaaff60f8f0d3b2753002f97eebe7bc1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.624547Z digest=sha256:d367fca025003fe38099e6945b2e4142eef0e333126139ca38cdb43d089aa6bc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.627934Z digest=sha256:14f69f7413f4b0899227c0a5db12901b9b1e8c5ef04dbdd81760d9021c935523

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.631787Z digest=sha256:fc8f511e7ac6d60c0fe4c0bf8a93ae42657d10c4716cb5f2cae4e9d4b6b40ece

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.635576Z digest=sha256:8e6d4f6f73208bfb24addeaef101ac55fea97bd5bbeef4d6d76b4847116d5ee9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.639129Z digest=sha256:1f7efdf7c69207b2e2de19fb0e253cbdf4c70d0401a1a5fdc4e2de63eed47d1f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.642886Z digest=sha256:60df73f5c843532b7634591ca036af2521ad7a3a500043baa15e09d39b0bc161

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.646825Z digest=sha256:8a391eb731518c83c983c39ed7bed6979d682a5e09acdfdb7f12833ff7a59e44

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:c5943fdcb08698bcf89431c0246de4afb0ad298d851f777df9c6565bf93c3d29

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.654990Z digest=sha256:4b8450d708ec034942a847e05078c942c0c363814a423606a6255d9740e19bd6

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=sha256:8f0b65639219f6a74d89e7b5327a7f589df65128b438abb92ef410ae7b6a425c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.661980Z digest=sha256:c62d0ce646b09082c2727d76a5709f66bbba5a1ea0ec63a612728106009dffbd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.671113Z digest=sha256:c6a2d530ed1913bfadc5e5a8d4ba9cf828d0a68c215bb6a1342eb8e653ab0028

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:58:00.666872Z digest=sha256:bb34fa681518e9f9f6e54725327fb8833283c32841f320e6036dddd4f2e68537

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=sha256:28082a9397fdc4c934f2906ecbe912f7b8176f92f157a7500181efa78aa7feb8

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-06-30T00:01:10.207972Z digest=sha256:c6874ab0e77d039e55c8577ef168d249d0136c016d8851e0e756c85a62459b4f

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=sha256:46082e542a3a9948f409fb9ae090c5573164b5fd27f869646a16a9fc5260bf4e