Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues | Paper Citation Record

Observation 8cb29e0b-1e24-4176-b21a-2b6fd60f1148 · outbound

This paper cites Defocus deblurring using dual-pixel data.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Defocus deblurring using dual-pixel data

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:26.110875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a5dd00a-2483-441a-9f65-782dac4ca95e · outbound

This paper cites Focal flow: Measuring distance and velocity with defocus and differential motion.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Focal flow: Measuring distance and velocity with defocus and differential motion

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.966296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e87332b-e400-40d8-a2cf-982df927b109 · outbound

This paper cites Diffusercam: lensless single-exposure 3d imaging.Optica, 5(1):1–9, 2017.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Diffusercam: lensless single-exposure 3d imaging.Optica, 5(1):1–9, 2017

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.805559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36212276-da87-4095-815c-6ea1cca2cfe4 · outbound

This paper cites Central limit theorems for gaussian polytopes.The Annals of Probability, 35(4):1593–1621, 2007.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Central limit theorems for gaussian polytopes.The Annals of Probability, 35(4):1593–1621, 2007

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.644244Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0ac3c0f-8649-4e85-bc62-0dae96169663 · outbound

This paper cites ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:12.298602Z

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Observation c422fbad-96ca-4a75-b0fc-1726010816a6 · outbound

This paper cites MiDaS v3.1 -- A Model Zoo for Robust Monocular Relative Depth Estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues MiDaS v3.1 -- A Model Zoo for Robust Monocular Relative Depth Estimation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:12.444663Z

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Observation 173ebd9a-9e70-49c2-98a1-f8f9e5300c45 · outbound

This paper cites Depth Pro: Sharp Monocular Metric Depth in Less Than a Second.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth Pro: Sharp Monocular Metric Depth in Less Than a Second

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:12.570949Z

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Observation 402392bc-bcc8-4726-89a5-67a9be980acc · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:55:25.484416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2e3b5e0-d8d0-45b8-9fca-9fdf314ef003 · outbound

This paper cites McCann, Marc L.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues McCann, Marc L

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.314139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa864825-5db2-4701-bb29-6570e2bb256f · outbound

This paper cites Improving diffusion models for inverse problems using manifold constraints.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Improving diffusion models for inverse problems using manifold constraints

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.206854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 64610d69-384a-4685-a287-cd93bb1f2322 · outbound

This paper cites Come-closer-diffuse-faster: Accelerating conditional diffusion models for inverse problems through stochastic contraction.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Come-closer-diffuse-faster: Accelerating conditional diffusion models for inverse problems through stochastic contraction

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:25.067587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation da58cf75-a0b6-4186-b518-19bd24121ffc · outbound

This paper cites A Survey on Diffusion Models for Inverse Problems.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues A Survey on Diffusion Models for Inverse Problems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:13.001873Z

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Observation 34b65b7e-e5f0-4aea-bd87-d9da52fc5b65 · outbound

This paper cites Diffusiondepth: Diffusion denoising approach for monocular depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Diffusiondepth: Diffusion denoising approach for monocular depth estimation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.931954Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8d1e018a-9e8c-442a-bd96-116de02e48e6 · outbound

This paper cites Reno: Enhancing one-step text-to-image models through reward-based noise optimization.Advances in Neural Information Processing Systems, 37:125487–125519, 2024.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Reno: Enhancing one-step text-to-image models through reward-based noise optimization.Advances in Neural Information Processing Systems, 37:125487–125519, 2024

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:13.237531Z

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Observation f4d30e4a-72eb-4aed-ab0f-f634b21e64d2 · outbound

This paper cites Range estimation by optical differentiation.Journal of the Optical Society of America A, 15(7):1777–1786, 1998.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Range estimation by optical differentiation.Journal of the Optical Society of America A, 15(7):1777–1786, 1998

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.816861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ffde8ff-5cc4-4d2c-82c9-958cff5a23e7 · outbound

This paper cites Geowizard: Unleashing the diffusion priors for 3d geometry estimation from a single image.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Geowizard: Unleashing the diffusion priors for 3d geometry estimation from a single image

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:13.447030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b794625f-e2d6-489d-a325-5f63e783f714 · outbound

This paper cites An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:13.522617Z

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Observation dd0b22b6-c786-4333-8408-7ebb542a8ef0 · outbound

This paper cites Learning single camera depth estimation using dual-pixels.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Learning single camera depth estimation using dual-pixels

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.722973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 135aa7ef-ae07-41e0-bf47-f5c541fe3312 · outbound

This paper cites Passive snapshot coded aperture dual-pixel rgb-d imaging.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Passive snapshot coded aperture dual-pixel rgb-d imaging

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.626764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e4669f10-383e-4649-aeb6-0d95d1301bf1 · outbound

This paper cites Single image depth estimation trained via depth from defocus cues.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Single image depth estimation trained via depth from defocus cues

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.505370Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 511061b2-e6e4-4c1d-b258-78e66ec5876b · outbound

This paper cites Deep depth from focus.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Deep depth from focus

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.389735Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 78c0e7fe-87c1-417d-a699-88a2914654fe · outbound

This paper cites Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:13.871117Z

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Observation 6796fccb-5a34-4387-b5c7-5ebc8be64995 · outbound

This paper cites Depth from defocus with learned optics for imaging and occlusion-aware depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth from defocus with learned optics for imaging and occlusion-aware depth estimation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.287218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 57f4f1c9-5199-4831-a27e-6743b6c5f145 · outbound

This paper cites A construct-optimize approach to sparse view synthesis without camera pose.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues A construct-optimize approach to sparse view synthesis without camera pose

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.157299Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0d62617f-fb07-41d9-9aed-ba2abfe863eb · outbound

This paper cites On the relation between time and intensity in photographic exposure.Journal of the Optical Society of America, 12(4):321–348, 1926.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues On the relation between time and intensity in photographic exposure.Journal of the Optical Society of America, 12(4):321–348, 1926

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:24.001831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32c228cf-6f8c-4afa-ac01-1ae6b0c44be3 · outbound

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

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Repurposing diffusion-based image generators for monocular depth estimation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:23.874293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2fd71de8-d3c9-4928-b10f-0859bb54b80d · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:55:23.718943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation de983b89-fa58-46c2-b552-20577ba0994f · outbound

This paper cites Image and depth from a conventional camera with a coded aperture.ACM transactions on graphics (TOG), 26(3):70–es, 2007.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Image and depth from a conventional camera with a coded aperture.ACM transactions on graphics (TOG), 26(3):70–es, 2007

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:23.557717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06b3cf4f-58be-4a74-bb6e-5c0a326aa58d · outbound

This paper cites Depth recovery from light field using focal stack symmetry.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth recovery from light field using focal stack symmetry

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:23.393413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 07f78eed-0394-448d-8fcb-8a6a33bd0071 · outbound

This paper cites Matting and depth recovery of thin structures using a focal stack.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Matting and depth recovery of thin structures using a focal stack

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:23.234153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c45039b4-0a6a-4afc-a767-343adef0435c · outbound

This paper cites Self-supervised monocular depth estimation for gastrointestinal endoscopy.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Self-supervised monocular depth estimation for gastrointestinal endoscopy

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:23.109303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fe5a3382-9329-4ef6-bbf0-dc6b5e873b8e · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Swin transformer: Hierarchical vision transformer using shifted windows

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:14.607952Z

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Unavailable: canonical work link unavailable.

Observation 8ee605d7-4fe7-46b0-a739-e80fcb12eb87 · outbound

This paper cites Focus on defocus: bridging the synthetic to real domain gap for depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Focus on defocus: bridging the synthetic to real domain gap for depth estimation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:22.967398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 148ba5db-ac1b-4cff-b699-6001b0868854 · outbound

This paper cites Osmosis: Rgbd diffusion prior for underwater image restoration.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Osmosis: Rgbd diffusion prior for underwater image restoration

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:22.765165Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19fb7f25-700e-493d-bd17-c50855595abd · outbound

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

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Indoor segmentation and support inference from rgbd images

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:14.777612Z

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Unavailable: canonical work link unavailable.

Observation 8204b28a-84e5-434c-8a71-1aef52252403 · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:55:22.619556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2eeac4ec-b8c1-46af-ab0b-1c8e69bda413 · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:55:22.464948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9b4ea660-e28a-4750-a3d9-4379197a1e9a · outbound

This paper cites Dual pixel exploration: Simultaneous depth estimation and image restoration.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Dual pixel exploration: Simultaneous depth estimation and image restoration

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:22.314972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0866dd7-6685-43a4-8e1d-35e565066548 · outbound

This paper cites Unidepth: Universal monocular metric depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unidepth: Universal monocular metric depth estimation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.104993Z

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Unavailable: canonical work link unavailable.

Observation ee3ea850-336c-4290-abce-80ec36c4036d · outbound

This paper cites A lens and aperture camera model for synthetic image generation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues A lens and aperture camera model for synthetic image generation

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:22.192309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b0442c58-026d-40f1-a80e-50bbdfbe7c8c · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.250457Z

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Unavailable: canonical work link unavailable.

Observation c2212ecb-e6cd-4e66-a228-ea0f37aab618 · outbound

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

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues High-resolution image synthesis with latent diffusion models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.302759Z

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Unavailable: canonical work link unavailable.

Observation e16c792f-d91b-410e-a4e8-782ed9c53930 · outbound

This paper cites Solving linear inverse problems provably via posterior sampling with latent diffusion models.Advances in Neural Information Processing Systems, 36, 2024.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Solving linear inverse problems provably via posterior sampling with latent diffusion models.Advances in Neural Information Processing Systems, 36, 2024

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.362620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fed68a9f-c215-481a-ab8a-423cbd18578d · outbound

This paper cites Norm-guided latent space exploration for text-to-image generation.Advances in Neural Information Processing Systems, 36, 2024.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Norm-guided latent space exploration for text-to-image generation.Advances in Neural Information Processing Systems, 36, 2024

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:22.058414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5fed2574-4848-4adc-8401-c6d0839f8c46 · outbound

This paper cites Learning depth from single monocular images.Advances in neural information processing systems, 18, 2005.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Learning depth from single monocular images.Advances in neural information processing systems, 18, 2005

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.934094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 20841a63-a58a-401d-b1c6-52b7a3b5ff29 · outbound

This paper cites The surprising effectiveness of diffusion models for optical flow and monocular depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues The surprising effectiveness of diffusion models for optical flow and monocular depth estimation

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.816168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f482b6f8-5019-4c7d-a12e-18f65d5d25f4 · outbound

This paper cites Zero-Shot Metric Depth with a Field-of-View Conditioned Diffusion Model.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Zero-Shot Metric Depth with a Field-of-View Conditioned Diffusion Model

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.807765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c01cf2f8-7fb4-4131-948d-a8b284d819fe · outbound

This paper cites High-accuracy stereo depth maps using structured light.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues High-accuracy stereo depth maps using structured light

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.662903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 48c332e3-9059-4c56-a4c6-ad9964bbb9ce · outbound

This paper cites Mgnet: Monocular geometric scene understand- ing for autonomous driving.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Mgnet: Monocular geometric scene understand- ing for autonomous driving

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.997982Z

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Unavailable: canonical work link unavailable.

Observation d3e47ff1-c867-4b67-a4ab-cfa963083e66 · outbound

This paper cites an unresolved cited work.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:16.068720Z

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Observation af4a210a-b6aa-4b0d-81f0-926597129daf · outbound

This paper cites Solving Inverse Problems with Latent Diffusion Models via Hard Data Consistency.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Solving Inverse Problems with Latent Diffusion Models via Hard Data Consistency

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:16.155798Z

Source-reported events for the cited work

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Observation 7fcf3d52-60fc-4557-bcfc-139e4626b795 · outbound

This paper cites Pseudoinverse-guided diffusion models for inverse problems.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Pseudoinverse-guided diffusion models for inverse problems

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:16.239272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b97218f-e004-45b6-8129-744c017d3822 · outbound

This paper cites DepthMaster: Taming Diffusion Models for Monocular Depth Estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues DepthMaster: Taming Diffusion Models for Monocular Depth Estimation

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:16.333093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 560a612c-63c0-472d-b990-a6c7173a4179 · outbound

This paper cites Aperture supervision for monocular depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Aperture supervision for monocular depth estimation

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.488934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7f9e4725-d3f7-4348-b268-580db62809fb · outbound

This paper cites Accurate depth and normal maps from occlusion-aware focal stack symmetry.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Accurate depth and normal maps from occlusion-aware focal stack symmetry

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.315572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b608454e-7963-48e8-84c3-0e51ca6478d9 · outbound

This paper cites Depth from defocus: A spatial domain approach.International Journal of computer vision, 13(3):271–294, 1994.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth from defocus: A spatial domain approach.International Journal of computer vision, 13(3):271–294, 1994

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:21.139517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30d633e5-215a-4f4d-8e83-ea43b799523d · outbound

This paper cites Depth from defocus in the wild.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth from defocus in the wild

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:20.900419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c5b005f1-ea2b-460f-b4d1-19f3160441c3 · outbound

This paper cites Marigold-DC: Zero-Shot Monocular Depth Completion with Guided Diffusion.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Marigold-DC: Zero-Shot Monocular Depth Completion with Guided Diffusion

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:16.745457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb335365-cf3d-4272-b6dc-43fff10680b6 · outbound

This paper cites End-to-end diffusion latent optimiza- tion improves classifier guidance.2023 IEEE/CVF International Conference on Computer Vision (ICCV), pages 7246–7256, 2023.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues End-to-end diffusion latent optimiza- tion improves classifier guidance.2023 IEEE/CVF International Conference on Computer Vision (ICCV), pages 7246–7256, 2023

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:20.611330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2467bbaa-ee0d-459b-95dd-da46fac5f274 · outbound

This paper cites An implicit neural representation for the image stack: Depth, all in focus, and high dynamic range.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues An implicit neural representation for the image stack: Depth, all in focus, and high dynamic range

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:20.345139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73198795-8c49-4230-aa5c-5c873ec43745 · outbound

This paper cites Bridging unsupervised and supervised depth from focus via all-in-focus supervision.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Bridging unsupervised and supervised depth from focus via all-in-focus supervision

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:20.042687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ffd03da0-dbeb-48dc-b5ef-c83ff220deef · outbound

This paper cites Rational filters for passive depth from defocus.International Journal of Computer Vision, 27:203–225, 1998.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Rational filters for passive depth from defocus.International Journal of Computer Vision, 27:203–225, 1998

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.810688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 37e23f5c-0007-4765-a7d4-2a79510b47b5 · outbound

This paper cites FoundationStereo: Zero-Shot Stereo Matching.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues FoundationStereo: Zero-Shot Stereo Matching

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:17.060925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b05de752-89f7-4a63-ab12-cdbe3211ec63 · outbound

This paper cites Learning depth from focus in the wild.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Learning depth from focus in the wild

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.671987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9180231-9e8f-49a8-b28c-c953a09fcf88 · outbound

This paper cites Phasecam3d—learning phase masks for passive single view depth estimation.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Phasecam3d—learning phase masks for passive single view depth estimation

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.475187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 211aa0af-c25e-4f7b-86fe-65ae45fa8624 · outbound

This paper cites Defocus map estimation and deblurring from a single dual-pixel image.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Defocus map estimation and deblurring from a single dual-pixel image

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.317807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation de8077b7-0f6e-4cd8-a564-907beb6e6cdc · outbound

This paper cites Depth from focusing and defocusing.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth from focusing and defocusing

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.135575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f69fdb0b-6d1c-4d0d-9778-aecad26031ba · outbound

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

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth anything: Unleashing the power of large-scale unlabeled data

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:17.383459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79baac8b-bd67-4469-800f-425f6d3be1fc · outbound

This paper cites Depth Anything V2.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Depth Anything V2

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:17.456478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d2c617-6efe-4b2b-b7d1-0b98f8787579 · outbound

This paper cites Miniscope3d: optimized single-shot miniature 3d fluorescence microscopy.Light: Science & Applications, 9(1):171, 2020.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Miniscope3d: optimized single-shot miniature 3d fluorescence microscopy.Light: Science & Applications, 9(1):171, 2020

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:19.026276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf25e181-667e-4a4b-8779-47e8f8561ae2 · outbound

This paper cites Rapid network adaptation: Learning to adapt neural networks using test-time feedback.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Rapid network adaptation: Learning to adapt neural networks using test-time feedback

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:18.857208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e85a04d7-a482-4902-8fad-e46d09207b5a · outbound

This paper cites Metric3d: Towards zero-shot metric 3d prediction from a single image.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Metric3d: Towards zero-shot metric 3d prediction from a single image

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:17.700926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cc6b07e-f3e2-4fb7-8fb4-bcae646c7fe8 · outbound

This paper cites Survey on monocular metric depth estimation, 2025.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Survey on monocular metric depth estimation, 2025

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:18.737486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cfca7749-9f3c-4b38-9b71-ab5466004ae6 · outbound

This paper cites Joint image and depth estimation with mask-based lensless cameras.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Joint image and depth estimation with mask-based lensless cameras

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:18.622704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6faf9054-b79f-417f-b5e0-eee37665ef86 · outbound

This paper cites Expressive Text-to-Image Generation with Rich Text.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Expressive Text-to-Image Generation with Rich Text

Reference 75

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:55:18.177006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 11739e7d-af47-412d-bf59-4c4c53518996 · outbound

This paper cites Coded aperture pairs for depth from defocus.

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues Coded aperture pairs for depth from defocus

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:18.450789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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