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Paper Citation Record · LEDGER

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering

As of 14 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2507.03924.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.03924 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:04:29.823666Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T15:31:09.652739Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T15:38:33.178640Z

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 a01ee13c-f800-4b7b-934e-6664c5f1c46a · outbound

This paper cites Rethinking inductive biases for surface normal estimation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Rethinking inductive biases for surface normal estimation

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 6e344139-534c-4132-baf6-d5ee5711a941 · outbound

This paper cites Cold diffusion: Inverting arbitrary im- age transforms without noise.NeurIPS, 36, 2023.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Cold diffusion: Inverting arbitrary im- age transforms without noise.NeurIPS, 36, 2023

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7b7dd74d-fdf1-43c5-ac5f-8d95166a3e09 · outbound

This paper cites Shape, albedo, and illumination from a single image of an unknown object.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Shape, albedo, and illumination from a single image of an unknown object

Reference 3

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 608b709c-9cbe-4ab3-9e65-d2ca06d88e95 · outbound

This paper cites Shape, illumination, and reflectance from shading.IEEE Transactions on Pattern Analysis and Machine Intelligence, 37(8):1670–1687, 2014.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Shape, illumination, and reflectance from shading.IEEE Transactions on Pattern Analysis and Machine Intelligence, 37(8):1670–1687, 2014

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 34ddf9ef-dbc0-4ee2-88ec-ff9a528e070f · outbound

This paper cites Re- covering intrinsic scene characteristics.Comput.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Re- covering intrinsic scene characteristics.Comput

Reference 5

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:25.210961Z digest=sha256:ab8a7acee7ac41c161c22c4e35433b9690be777d2d27bb0416babab4c09c625a

Observation 691086b2-b579-49d3-91ac-90dc3eed2a58 · outbound

This paper cites Joint learn- ing of intrinsic images and semantic segmentation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Joint learn- ing of intrinsic images and semantic segmentation

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:25.347916Z digest=sha256:f158440eca544c92fd2800d34042c1582feecb39527b66ead22008d9aae912ae

Observation 0768eb07-b202-489d-b63c-365098b52892 · outbound

This paper cites Intrinsic images in the wild.ACM Transactions on Graphics (TOG), 33(4): 1–12, 2014.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsic images in the wild.ACM Transactions on Graphics (TOG), 33(4): 1–12, 2014

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c1d12b43-3fa3-4f9c-9891-7fba281ff60d · outbound

This paper cites Nerd: Neural reflectance decomposition from image collections.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Nerd: Neural reflectance decomposition from image collections

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7f3ffa6a-4072-44d9-887e-8b3d5fa26060 · outbound

This paper cites Intrinsic image decomposi- tion via ordinal shading.ACM Transactions on Graphics, 43 (1):1–24, 2023.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsic image decomposi- tion via ordinal shading.ACM Transactions on Graphics, 43 (1):1–24, 2023

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 4aba74d1-b851-477c-9691-aebc86fed6c6 · outbound

This paper cites Colorful diffuse intrinsic image decomposition in the wild.ACM Transactions on Graphics (TOG), 43(6):1–12, 2024.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Colorful diffuse intrinsic image decomposition in the wild.ACM Transactions on Graphics (TOG), 43(6):1–12, 2024

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 69b3aebe-0d57-4278-b69d-e9b3d10f7a4d · outbound

This paper cites Intrinsic harmonization for illumination-aware image com- positing.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsic harmonization for illumination-aware image com- positing

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 3de4517c-2bcc-4fa5-a82e-d1e2e9e5ebdd · outbound

This paper cites Shape from shading for robotic ma- nipulation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Shape from shading for robotic ma- nipulation

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 47ceca96-ee3f-434e-b52a-29a03bbd9869 · outbound

This paper cites Intrinsicanything: Learning diffusion priors for inverse rendering under unknown illumi- nation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsicanything: Learning diffusion priors for inverse rendering under unknown illumi- nation

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation ffac1c8e-736a-4ae8-9450-0d14270d5494 · outbound

This paper cites Structure from duplicates: Neu- ral inverse graphics from a pile of objects.NeurIPS, 36,.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Structure from duplicates: Neu- ral inverse graphics from a pile of objects.NeurIPS, 36,

Reference 14

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation fec46b31-2116-4a2c-9076-2d85a3daa145 · outbound

This paper cites Differentiable point-based inverse rendering.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Differentiable point-based inverse rendering

Reference 15

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation bb21cce7-6269-45d4-b0f6-3bee7d84be6d · outbound

This paper cites Pie-net: Pho- tometric invariant edge guided network for intrinsic image decomposition.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Pie-net: Pho- tometric invariant edge guided network for intrinsic image decomposition

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c2b0ddfc-0c6f-4618-b3f9-a5ea0f5b2b1b · outbound

This paper cites Idtransformer: Transformer for intrinsic image decom- position.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Idtransformer: Transformer for intrinsic image decom- position

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7aacac6b-0af7-403d-9e28-016e9b1c5af4 · outbound

This paper cites Generative Models: What Do They Know? Do They Know Things? Let's Find Out!.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Generative Models: What Do They Know? Do They Know Things? Let's Find Out!

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:26.562450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 45e815fc-4281-4506-bd38-999c77d9968e · outbound

This paper cites Diffusion reflectance map: Single-image stochastic inverse rendering of illumination and reflectance.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Diffusion reflectance map: Single-image stochastic inverse rendering of illumination and reflectance

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7f8402e8-f36f-4de2-96b3-0e0c87d3d9d6 · outbound

This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 3c9ee0f5-154c-4f58-89ed-13b6295479f4 · outbound

This paper cites Revisiting deep intrinsic image decompositions.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Revisiting deep intrinsic image decompositions

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:26.793615Z digest=sha256:f1a0dcdaf65798a25b5d9e65197f3745aa5fe41d5261b2e87f6cf26b0f92b0e9

Observation b20d5913-a25a-452f-9935-864448da64cd · outbound

This paper cites Intrinsic images by entropy minimization.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsic images by entropy minimization

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 2026-08-14T06:32:32.682623+00:00.

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Observation 4a3b13c4-6342-40a3-a32f-eacbab3ee1e4 · outbound

This paper cites Geowiz- ard: Unleashing the diffusion priors for 3d geometry estima- tion from a single image.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Geowiz- ard: Unleashing the diffusion priors for 3d geometry estima- tion from a single image

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1bc5b919-078f-4e46-a29b-a1731188e502 · outbound

This paper cites Deep parametric indoor lighting estimation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Deep parametric indoor lighting estimation

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 02c6d40c-8438-4442-b311-a7b34047111b · outbound

This paper cites Denoising diffu- sion probabilistic models.NeurIPS, 2020.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Denoising diffu- sion probabilistic models.NeurIPS, 2020

Reference 25

Resolution
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no resolver link, observed 2026-08-06T20:04:27.175596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b2cac318-e34d-4a2c-b11a-79cb03c934c8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering LoRA: Low-Rank Adaptation of Large Language Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:27.294041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0b9f1a15-da2d-450e-b75f-ae29f9665eee · outbound

This paper cites Repurpos- ing diffusion-based image generators for monocular depth estimation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Repurpos- ing diffusion-based image generators for monocular depth estimation

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 2026-08-14T06:32:32.682623+00:00.

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Observation 03566bc5-fde7-4482-a6ad-b27159d61dba · outbound

This paper cites In- trinsic image diffusion for single-view material estimation.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering In- trinsic image diffusion for single-view material estimation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:34.407128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.465027Z digest=sha256:087254e36b147572844b588d2472e3250c1f2631aadfd9836a2cc583641d9a76

Observation 2f02d4cd-9eff-41a6-822e-b02c82133a21 · outbound

This paper cites Shading annotations in the wild.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Shading annotations in the wild

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.507097Z digest=sha256:a69a8970480058af94cc7f97c0c1dca060bbb45a4c34a4a1341129e357a2f53c

Observation b32bf043-b4d9-4d38-9f38-9cc213af5d89 · outbound

This paper cites Deep- light: Learning illumination for unconstrained mobile mixed reality.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Deep- light: Learning illumination for unconstrained mobile mixed reality

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 2026-08-14T06:32:32.682623+00:00.

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Observation 1c788a9d-0ee3-419e-b6cc-4f1eae92c037 · outbound

This paper cites In- verse rendering of translucent objects using physical and neural renderers.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering In- verse rendering of translucent objects using physical and neural renderers

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.911449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 2833c9ed-cffe-42bd-98d2-15c0b83766d9 · outbound

This paper cites Inverse ren- dering for complex indoor scenes: Shape, spatially-varying lighting and svbrdf from a single image.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Inverse ren- dering for complex indoor scenes: Shape, spatially-varying lighting and svbrdf from a single image

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.759618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.701670Z digest=sha256:9594e1a69f877a3a93608c9c42bd9e5513b707537fec57611a5769210738bdc4

Observation 12c2ae1f-74ab-40a4-ba84-c8b3de276d76 · outbound

This paper cites OpenRooms: An End-to-End Open Framework for Photorealistic Indoor Scene Datasets.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering OpenRooms: An End-to-End Open Framework for Photorealistic Indoor Scene Datasets

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:27.759091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:27.759091Z digest=sha256:3884df93eaf032cb7b35a522b30822be287d78bf2a8661dc5fd43a584e056bed

Observation 47e4bd87-51bd-4385-8796-86f6ff4f9c1b · outbound

This paper cites Physically-based editing of indoor scene lighting from a single image.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Physically-based editing of indoor scene lighting from a single image

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.616796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.811297Z digest=sha256:892a928a8a67fd9d43d47a2cf8846ed819ea077990d5be24fda1bf47a2636a2f

Observation 7b2f3ab1-1e74-44dc-805b-d481ede8bfcd · outbound

This paper cites Phyir: Physics-based inverse rendering for panoramic indoor images.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Phyir: Physics-based inverse rendering for panoramic indoor images

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.469202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.876936Z digest=sha256:fa9362a895cdb5f8279d4c2a53254f05cccd01c90e8c6df9b252635b73d50f08

Observation 453d383a-d0a4-4c86-a9e3-9886ae75e813 · outbound

This paper cites Multi-view inverse rendering for large-scale real- world indoor scenes.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Multi-view inverse rendering for large-scale real- world indoor scenes

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.333306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.932222Z digest=sha256:cc27b24cc7694138f361094c6e6f27b78f9de65e454237d22fdb2107d8842469

Observation 8f70bb55-59a3-4889-8799-06d305fe90e3 · outbound

This paper cites Photorealistic Object Insertion with Diffusion-Guided Inverse Rendering.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Photorealistic Object Insertion with Diffusion-Guided Inverse Rendering

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:04:30.227086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:27.980864Z digest=sha256:051c167d444523e3f19d4cdaf4bbe2cdf237c733cf5560d5f22fd1ea762191a0

Observation d34278eb-a7da-45a7-a75d-34ae45ba59ea · outbound

This paper cites Flow Matching for Generative Modeling.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Flow Matching for Generative Modeling

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.060822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.060822Z digest=sha256:b576104941b38e491082430c112aefed4fe4f628bd540b7c41776b20a0d1859e

Observation bfccf2a8-18ed-415e-8663-b7d38162f7a4 · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.115603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.115603Z digest=sha256:fe9e41a474b99147ee913ad3f0a7bac6fc0502d022691fdf01cbcea13acbc1f0

Observation c3724f5f-5049-48e2-9c4f-e3fe7dac4374 · outbound

This paper cites Decoupled Weight Decay Regularization.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Decoupled Weight Decay Regularization

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.186766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.186766Z digest=sha256:06548bf20c2c27b99ebf1fbac791683e129f65d4fb7ac15e9d3f36c2c0300fcb

Observation dc7a5136-db65-4a21-b9f8-dc9bd51b1003 · outbound

This paper cites Intrinsicdiffusion: Joint in- trinsic layers from latent diffusion models.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Intrinsicdiffusion: Joint in- trinsic layers from latent diffusion models

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.188536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.245500Z digest=sha256:1cc8b59a63fca4bf13cd61662d273f0e39cc3e2cfd9902fc3d664f6a7ab1ac64

Observation 604b13d9-9109-4881-9c1c-46678610a3a2 · outbound

This paper cites Fine-tuning image-conditional diffusion models is easier than you think.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Fine-tuning image-conditional diffusion models is easier than you think

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:33.036658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.316559Z digest=sha256:120a2957f46a15aa34f1255a7ad6d3bf06eab6892adbe127d74ee13e3beec36a

Observation d0e1fafc-287b-4078-91c4-fd261a848aec · outbound

This paper cites Extracting triangular 3d models, materials, and lighting from images.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Extracting triangular 3d models, materials, and lighting from images

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.910453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.384777Z digest=sha256:4fd28bc3701ab0ae40c9f183bee26a9f680d1e8d52c4e4bde828171207bc33b8

Observation dd447f2e-b22a-4687-a0ae-086c2235ce62 · outbound

This paper cites Inverse Neural Rendering for Explainable Multi-Object Tracking.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Inverse Neural Rendering for Explainable Multi-Object Tracking

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:04:30.041229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.426918Z digest=sha256:f39551bf9842b95133392dfe66eda994b4c7766427be500af794213b4c125e72

Observation fa29f09d-d4e5-4087-a277-c94bdfe4b3a0 · outbound

This paper cites Scalable diffusion models with transformers.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Scalable diffusion models with transformers

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.761602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.505504Z digest=sha256:f73ac97aef04083646fc2b1e04ad430bb8023dec56cf6feed2f6d084f43e4bed

Observation 3dea6188-e80e-4ff0-90da-d93295714afa · outbound

This paper cites DreamFusion: Text-to-3D using 2D Diffusion.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering DreamFusion: Text-to-3D using 2D Diffusion

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.531395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.531395Z digest=sha256:acf98484e5f36b461a99d66854a394e132ee62dbb87efbaeebc0fad363c0e76b

Observation a3a995b9-e456-4d5e-933d-9118c3a9e9a7 · outbound

This paper cites Hypersim: A photorealistic syn- thetic dataset for holistic indoor scene understanding.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Hypersim: A photorealistic syn- thetic dataset for holistic indoor scene understanding

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.649606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.584042Z digest=sha256:d4d8abcb2f53f8d1222a23901ed1fa6d851caf422a2cb8055202a73021d9258a

Observation d9388bb1-b4e2-4e37-a99a-adae2b7fa5c3 · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering High-resolution image syn- thesis with latent diffusion models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.650869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.650869Z digest=sha256:e3a65ccf6c6b363fedabbb9a88d752f5632c018944e7cb6141c8931a06ff6a28

Observation a3377f9e-f972-44aa-a56e-b3ee5a2e53d9 · outbound

This paper cites Neural inverse rendering of an indoor scene from a single image.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Neural inverse rendering of an indoor scene from a single image

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.436387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.712641Z digest=sha256:23a458a51763e19e16a6b6359eee9b88d533984ae7ffea011baa6d3265f07bd2

Observation fa5f626a-7808-4402-8975-dce3fa7e21c5 · outbound

This paper cites Indoor segmentation and support inference from rgbd images.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Indoor segmentation and support inference from rgbd images

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.174087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.822553Z digest=sha256:e28a364b4d6cd4bb700d1e83dd09d803c68201ccf463bd73b393aaa45660e4b3

Observation 57f6bc02-b2e0-411a-942f-4189ee198900 · outbound

This paper cites DIODE: A Dense Indoor and Outdoor DEpth Dataset.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering DIODE: A Dense Indoor and Outdoor DEpth Dataset

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:28.873594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:28.873594Z digest=sha256:d786d49fc7be7dfb9062120966b762203bae5ad083dad47bc4e41d96a7ea0520

Observation a2127e67-d557-431f-8de9-d6a3de97e253 · outbound

This paper cites Eclipse: Disam- biguating illumination and materials using unintended shad- ows.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Eclipse: Disam- biguating illumination and materials using unintended shad- ows

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:32.053709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:28.941833Z digest=sha256:46979919dd0e570ecd78118d114b35b45672793f4aef8a79957647a3b3fa19c4

Observation 1d439d9d-f8aa-4d39-95e1-65cfbacfc778 · outbound

This paper cites Learning indoor inverse rendering with 3d spatially-varying lighting.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Learning indoor inverse rendering with 3d spatially-varying lighting

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.955625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.010349Z digest=sha256:64bdd1bcbbee7b730dc67dbd021ac3c28366aef7ba5ebb3756387f4da82459b3

Observation b60aaa25-4260-429e-8101-ddf6c1919bb3 · outbound

This paper cites Depth anything: Unleashing the power of large-scale unlabeled data.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Depth anything: Unleashing the power of large-scale unlabeled data

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:29.097813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:29.097813Z digest=sha256:8fe8609a6bfa1ccd40bee75fd6d101721bf265eaef11602b532ab4218a194602

Observation 970b7987-5cd1-49b2-9964-fefad3cf6f34 · outbound

This paper cites Depth Anything V2.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Depth Anything V2

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:29.186493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:29.186493Z digest=sha256:f568840c226b51b51a98ec80f4dbf4a4d85cdcde81fc0def9e6b65791117ef68

Observation a9b4cbab-137e-4f74-a595-6f7ee1d05d26 · outbound

This paper cites Stablenormal: Reducing diffusion variance for stable and sharp normal.ACM Transactions on Graphics (TOG), 2024.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Stablenormal: Reducing diffusion variance for stable and sharp normal.ACM Transactions on Graphics (TOG), 2024

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.765547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.277486Z digest=sha256:fa6ca131b5d0f7f41bc1101e3b34b90af0b143ff82bfa781e9adad2c695a49f7

Observation e8184984-cc99-4835-a363-dda64a38647c · outbound

This paper cites Photoscene: Photorealistic mate- rial and lighting transfer for indoor scenes.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Photoscene: Photorealistic mate- rial and lighting transfer for indoor scenes

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.597969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.337401Z digest=sha256:6cd9b482e06615837bee3a62627c3c247774b5408c1507485fd1ac1451b71ecc

Observation 2c52d41a-b9cf-4c6e-b90a-6967a6b56b62 · outbound

This paper cites RGB↔X: Image decomposition and synthesis using material-and lighting-aware diffusion models.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering RGB↔X: Image decomposition and synthesis using material-and lighting-aware diffusion models

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.413960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.390948Z digest=sha256:7055dde5044c26427ebb59736298dd455ce956f6b74d354a493ee2807d096d06

Observation 2bfbb4cc-efe4-4afd-bae2-97ac17abae17 · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Adding conditional control to text-to-image diffusion models

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.264022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.469639Z digest=sha256:319132e4f12704ece69de979c87dad04939dbe0d2ac439927f1b29a59bbf301f

Observation 1135260d-07b5-491b-877a-b4addbab2ab0 · outbound

This paper cites Unsupervised intrinsic image decompo- sition using internal self-similarity cues.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(12):9669– 9686, 2021.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Unsupervised intrinsic image decompo- sition using internal self-similarity cues.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(12):9669– 9686, 2021

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:31.090090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.532659Z digest=sha256:7f6fd6864b80421cb8d0593b09470ff11e06774000d3caa726ce67b2cb430e04

Observation a5960727-9770-4c5e-aad9-496c171047c4 · outbound

This paper cites Learning-based inverse rendering of complex indoor scenes with differentiable monte carlo raytracing.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Learning-based inverse rendering of complex indoor scenes with differentiable monte carlo raytracing

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:30.928035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.615959Z digest=sha256:5ce62e8d0bec17f5763e857333dba130824707b72a2f04b69ea6e79dc4cf0e51

Observation 58c0f2ab-0467-43bc-b5cb-097dd6530d8c · outbound

This paper cites Irisformer: Dense vision transform- ers for single-image inverse rendering in indoor scenes.

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Irisformer: Dense vision transform- ers for single-image inverse rendering in indoor scenes

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:30.765525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.667161Z digest=sha256:da21b7b07d7eddf18e5c09007f1ae7dcac694281ea6f0262b01096f6c7e78e79

Observation fe090253-7e61-4e09-941b-a5c6b8c924c0 · outbound

This paper cites Figure 14.More qualitative comparison of metallic estimation on the synthetic InteriorVerse dataset [61].

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Figure 14.More qualitative comparison of metallic estimation on the synthetic InteriorVerse dataset [61]

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:30.570940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.747681Z digest=sha256:6578c860d4883fa635b2c717431f2271f689409ddeeb04e0d1d7c51aad81c6b7

Observation fc50d31c-fdfa-48cb-a831-559e5d904e78 · outbound

This paper cites Figure 15.More qualitative comparison of roughness estimation on the synthetic InteriorVerse dataset [61].

DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering Figure 15.More qualitative comparison of roughness estimation on the synthetic InteriorVerse dataset [61]

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:04:30.407199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:04:29.823666Z digest=sha256:2bbb4b7bb9c738c003a842c593923c26a78dec0023a944805d30ec434a979208

Pith citing papers

Observation efb79d9e-670b-4dba-9403-240ab84c6d47 · inbound

InvSplat: Inverse Feed-Forward Scene Splatting cites this paper.

InvSplat: Inverse Feed-Forward Scene Splatting DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-03T15:38:33.180606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-03T15:31:09.652739Z digest=sha256:921a2329af150ce0045bed48eb449f10fedbd4b1bee3374242f4e72dfbeeda04