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Paper Citation Record · LEDGER

Boosting Monocular Metric Depth Estimation via Bokeh Rendering

As of 9 August 2026, this Paper Citation Record lists 100 of 134 outbound references and 0 inbound Pith citation observations for arXiv:2512.12425.

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

pith.paper-citation-record.v1
2512.12425 v2

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measured 100 of 134 reference resolution

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measured 0 of 1 external citation measurements

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Reference resolution

100 of 134 outbound references displayed

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Outbound references

Observation 7d186be4-708d-426a-9357-cdaed1cf1250 · outbound

This paper cites Defocus de- blurring using dual-pixel data.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Defocus de- blurring using dual-pixel data

Reference 1

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Observation 7ef2ebe4-3e79-491c-9ee0-8a47f0787a76 · outbound

This paper cites Single lens stereo with a plenoptic camera.IEEE transactions on pattern analysis and machine intelligence, 14(2):99–106, 1992.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Single lens stereo with a plenoptic camera.IEEE transactions on pattern analysis and machine intelligence, 14(2):99–106, 1992

Reference 2

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Observation 78cea8b6-f371-41c9-8683-9d3fb53927b2 · outbound

This paper cites Fast bilateral-space stereo for synthetic defocus.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Fast bilateral-space stereo for synthetic defocus

Reference 3

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Observation 4ff94d75-4bcc-454b-bbf7-a9b63cbc28f2 · outbound

This paper cites an unresolved cited work.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work

Reference 4

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Observation 154d6943-2920-4ac1-bb21-5f14544622c0 · outbound

This paper cites Adabins: Depth estimation using adaptive bins.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Adabins: Depth estimation using adaptive bins

Reference 5

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Observation a6bca14a-47d0-4f5e-b09a-af504709a496 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth

Reference 6

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Observation 5d7c030e-8da3-47ad-bf2e-d4830e2e3d06 · outbound

This paper cites Role of optics in the accuracy of depth-from-defocus systems.Journal of the Optical Society of America A, 24(4):967–972, 2007.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Role of optics in the accuracy of depth-from-defocus systems.Journal of the Optical Society of America A, 24(4):967–972, 2007

Reference 7

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Observation 9431d90f-3c79-4ed8-8d34-043ff189cdac · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth Pro: Sharp Monocular Metric Depth in Less Than a Second

Reference 8

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Observation 4c6ef048-5f4d-41e6-91c4-32b20b830bb7 · outbound

This paper cites Instructpix2pix: Learning to follow image editing instruc- tions.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Instructpix2pix: Learning to follow image editing instruc- tions

Reference 9

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Observation 502be662-0236-4fcd-a17e-d582db386159 · outbound

This paper cites A naturalistic open source movie for op- tical flow evaluation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A naturalistic open source movie for op- tical flow evaluation

Reference 10

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Observation abd711bd-f38f-47eb-84ab-ecf1e448a1f8 · outbound

This paper cites Virtual KITTI 2.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Virtual KITTI 2

Reference 11

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Observation bca9b3f2-fd61-443f-bf11-e7df6e6428c8 · outbound

This paper cites Depth from defocus: a real aperture imaging approach.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defocus: a real aperture imaging approach

Reference 12

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Observation 9e75b3e9-1a31-4428-a735-3734ca68c94a · outbound

This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 13

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Observation 799f4abf-288c-4562-a79e-018b2b6ea7ef · outbound

This paper cites Pixart-σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Pixart-σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation

Reference 14

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Observation dfe1bb25-d976-4c82-8f09-feb9b4a3c3f5 · outbound

This paper cites Vision transformers need registers, 2023.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Vision transformers need registers, 2023

Reference 15

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Observation 52d7879a-23e4-44c2-b3b9-abce4cbb18df · outbound

This paper cites Image quality assessment: Unifying structure and texture similarity.IEEE transactions on pattern analysis and ma- chine intelligence, 44(5):2567–2581, 2020.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Image quality assessment: Unifying structure and texture similarity.IEEE transactions on pattern analysis and ma- chine intelligence, 44(5):2567–2581, 2020

Reference 16

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Observation 04c8525a-aa95-49de-ba12-beec2c130013 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Diffusion- depth: Diffusion denoising approach for monocular depth estimation

Reference 17

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Observation f5a06929-86a4-4a72-8bd0-b591c920bc23 · outbound

This paper cites Feature-wise transformations.Distill, 3(7):e11, 2018.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Feature-wise transformations.Distill, 3(7):e11, 2018

Reference 18

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Observation bd848da7-2302-4c68-a83a-86826f50996d · outbound

This paper cites Depth map prediction from a single image using a multi-scale deep network.Advances in neural information processing systems, 27, 2014.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth map prediction from a single image using a multi-scale deep network.Advances in neural information processing systems, 27, 2014

Reference 19

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Observation 3a9707b4-7d37-4b75-889d-f4feaa920f71 · outbound

This paper cites An investigation of methods for determining depth from focus.IEEE Transactions on pattern analysis and machine intelligence, 15(2):97–108,.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering An investigation of methods for determining depth from focus.IEEE Transactions on pattern analysis and machine intelligence, 15(2):97–108,

Reference 20

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Observation f0e5feb3-e818-45c9-ac8b-1753c83f5af5 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 21

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Observation 0a41b26d-c4dc-4551-94f4-7af77564b4be · outbound

This paper cites Cam- convs: Camera-aware multi-scale convolutions for single- view depth.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Cam- convs: Camera-aware multi-scale convolutions for single- view depth

Reference 22

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Observation 26b71bd4-ffe3-4df6-b8e9-bcf74f1531af · outbound

This paper cites A geometric approach to shape from defocus.IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(3):406–417, 2005.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A geometric approach to shape from defocus.IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(3):406–417, 2005

Reference 23

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Observation 43ca8f0a-b091-42c4-b04b-15f07b964cd8 · outbound

This paper cites Shape from defocus via diffusion.IEEE transac- tions on pattern analysis and machine intelligence, 30(3): 518–531, 2008.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Shape from defocus via diffusion.IEEE transac- tions on pattern analysis and machine intelligence, 30(3): 518–531, 2008

Reference 24

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Observation ed40d61d-2e51-4cfe-a31e-6b450a038c6b · outbound

This paper cites Bokeh Diffusion: Defocus Blur Control in Text-to-Image Diffusion Models.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bokeh Diffusion: Defocus Blur Control in Text-to-Image Diffusion Models

Reference 25

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Observation 23427c68-be4c-414e-9d9d-6b96c8f29311 · outbound

This paper cites Deep ordinal regression network for monocular depth estimation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep ordinal regression network for monocular depth estimation

Reference 26

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Observation c0197702-9186-4f16-8b39-77ad6e7edf34 · outbound

This paper cites Deep depth from focal stack with de- focus model for camera-setting invariance.International Journal of Computer Vision, 132(6):1970–1985, 2024.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep depth from focal stack with de- focus model for camera-setting invariance.International Journal of Computer Vision, 132(6):1970–1985, 2024

Reference 27

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Observation 12d364c5-3e50-49bf-802d-36c87300692f · outbound

This paper cites Robust monocular depth 9 estimation under challenging conditions.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Robust monocular depth 9 estimation under challenging conditions

Reference 28

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Observation be6c9d18-9f15-48ef-96b8-d657777608fb · outbound

This paper cites Are we ready for autonomous driving? the kitti vision benchmark suite.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Are we ready for autonomous driving? the kitti vision benchmark suite

Reference 29

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This paper cites Pearson ed- ucation india, 2009.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Pearson ed- ucation india, 2009

Reference 30

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This paper cites Depth any camera: Zero-shot met- ric depth estimation from any camera.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth any camera: Zero-shot met- ric depth estimation from any camera

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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep depth from focus

Reference 32

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This paper cites Denoising dif- fusion probabilistic models.Advances in neural informa- tion processing systems, 33:6840–6851, 2020.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Denoising dif- fusion probabilistic models.Advances in neural informa- tion processing systems, 33:6840–6851, 2020

Reference 33

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Reference 34

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This paper cites Attention in Diffusion Model: A Survey.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Attention in Diffusion Model: A Survey

Reference 36

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Observation aa2d0f56-f0d4-42b9-b85d-76ab3987736e · outbound

This paper cites A systematic review of monocular depth es- timation for autonomous driving: Methods and dataset benchmarking.Results in Engineering, page 105359, 2025.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A systematic review of monocular depth es- timation for autonomous driving: Methods and dataset benchmarking.Results in Engineering, page 105359, 2025

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source=pdf_text observed=2026-08-03T16:43:24.142070Z digest=sha256:2a82169909cebf238423628e3bdfa8af196f77085fb23e2bcdde72a2143792f7

Observation 156acd8f-7796-4c99-9383-9d87012a90e6 · outbound

This paper cites Render- ing natural camera bokeh effect with deep learning.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Render- ing natural camera bokeh effect with deep learning

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source=pdf_text observed=2026-08-03T16:43:24.264578Z digest=sha256:8dd2f78a3bc7b4cd691cbb3d929d95b7813699e68be5b4524e8d25494420f80e

Observation aed1f7b4-5eb9-45ae-bbcd-50528c002f3b · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defo- cus with learned optics for imaging and occlusion-aware depth estimation

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source=pdf_text observed=2026-08-03T16:43:24.396205Z digest=sha256:f41121536d30b0f45cdff5d1987c0ca13f3933442eda30001c2bdfb3dd7ee47d

Observation 11fa3aa9-2381-4635-a70b-f4eb4c483486 · outbound

This paper cites A variational approach to shape from defocus.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A variational approach to shape from defocus

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source=pdf_text observed=2026-08-03T16:43:24.527753Z digest=sha256:8d16caef088c70407d3a1ce283c940a79fbf5ca1d2cae7af4334f8bf12d50649

Observation f89bfcb6-6c33-47ae-a077-ccfaf07f88bc · outbound

This paper cites V o, Patrick Labatut, and Piotr Bo- janowski.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering V o, Patrick Labatut, and Piotr Bo- janowski

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source=pdf_text observed=2026-08-03T16:43:24.736230Z digest=sha256:fa8d1e6ff35a41385a4e291ff1c75332b7f73f1591ba93f101175431321fd883

Observation 1bc6a51c-47b4-421c-898f-54b88ec55d71 · outbound

This paper cites Is my Depth Ground-Truth Good Enough? HAMMER -- Highly Accurate Multi-Modal Dataset for DEnse 3D Scene Regression.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Is my Depth Ground-Truth Good Enough? HAMMER -- Highly Accurate Multi-Modal Dataset for DEnse 3D Scene Regression

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source=pdf_text observed=2026-08-03T16:43:25.001549Z digest=sha256:536eb2c93971af71e03289ff9b2a343183a1a2b634677ed72cce31801a7670fd

Observation 4a25c99f-39cc-49c2-8d26-20e26339ec59 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Re- purposing diffusion-based image generators for monocular depth estimation

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source=pdf_text observed=2026-08-03T16:43:25.128692Z digest=sha256:972bf9b25236bded68b2c5812db6a08b0fcb4fb19cee72f4b577c8b8d5d62856

Observation 1cd1c3c1-b5cc-49cb-9f49-4404350835ba · outbound

This paper cites Evaluation of cnn-based single-image depth estimation methods.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Evaluation of cnn-based single-image depth estimation methods

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source=pdf_text observed=2026-08-03T16:43:25.267228Z digest=sha256:aa667aa52030bb534fb886558cf8b017cc43a3b133cd2fdf84317f6c738762bc

Observation bdd3c9fe-9b8b-44ab-afd4-9415cb5f2eb3 · outbound

This paper cites Depth-of-field render- ing by pyramidal image processing.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth-of-field render- ing by pyramidal image processing

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no resolver link, observed 2026-08-03T16:43:25.394751Z

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source=pdf_text observed=2026-08-03T16:43:25.394751Z digest=sha256:4e17f6b2405fb532cfd47d3e3a34319e038b6c91ec6742a898353b6b085c431b

Observation 7e42283d-46c6-4f90-8d59-d5c81d19db28 · outbound

This paper cites Basic methods for image restoration and identification.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Basic methods for image restoration and identification

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no resolver link, observed 2026-08-03T16:43:25.591722Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T16:43:25.591722Z digest=sha256:72ebbac25a43847d5b80ed5a60e223e246d0a3e9863d7ba39e059963f98ecbba

Observation d4ffa5a1-4998-42fe-a892-c0c4e8a62068 · outbound

This paper cites Iterative filter adaptive network for single image defocus deblurring.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Iterative filter adaptive network for single image defocus deblurring

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source=pdf_text observed=2026-08-03T16:43:25.722120Z digest=sha256:b31762f837800ebb29925c9034ba13a433ebddeff563509c25c3bd27ba9d23be

Observation 80c3e454-5be0-46eb-bfc3-c75c80588f88 · outbound

This paper cites Real-time depth-of-field rendering using point splat- ting on per-pixel layers.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time depth-of-field rendering using point splat- ting on per-pixel layers

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no resolver link, observed 2026-08-03T16:43:25.846330Z

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source=pdf_text observed=2026-08-03T16:43:25.846330Z digest=sha256:f561caa8cb9eb895503cc8e961f19e5599669a020a70e59f1bf678656f31b121

Observation 599007b5-5eff-47ac-ab81-5b379ceb91b6 · outbound

This paper cites Real-time lens blur effects and focus control.ACM Trans- actions on Graphics (TOG), 29(4):1–7, 2010.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time lens blur effects and focus control.ACM Trans- actions on Graphics (TOG), 29(4):1–7, 2010

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source=pdf_text observed=2026-08-03T16:43:26.041478Z digest=sha256:48dd3a82bf5e0edb02c1569c09cd32f96e3cfbe4977b15e2b209546afe550c92

Observation 3aa39b42-5e47-4c82-99a8-9e601169e51a · outbound

This paper cites Megadepth: Learning single-view depth prediction from internet photos.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Megadepth: Learning single-view depth prediction from internet photos

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source=pdf_text observed=2026-08-03T16:43:26.170824Z digest=sha256:8853ab6f9ff612791d3f728b761853c956e04fd22fd7fb4ac875003057be216f

Observation b4cf75e8-f3f7-4d24-95d0-608b290f2bf8 · outbound

This paper cites Patch- fusion: An end-to-end tile-based framework for high- resolution monocular metric depth estimation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Patch- fusion: An end-to-end tile-based framework for high- resolution monocular metric depth estimation

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source=pdf_text observed=2026-08-03T16:43:26.304106Z digest=sha256:a9e9dd0bca7d86db75f80183c40684e3a3c441d6b65559d8e3f2514f59ab19e2

Observation 53cef9eb-a739-4a71-ab27-dff1b09ced7c · outbound

This paper cites BenchDepth: Are We on the Right Way to Evaluate Depth Foundation Models?.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering BenchDepth: Are We on the Right Way to Evaluate Depth Foundation Models?

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source=pdf_text observed=2026-08-03T16:43:26.435628Z digest=sha256:6450397605e1bb62fea256bfa5ed2620211021ceebdaf314b3c026e71b4db470

Observation 3ba5365e-c3c2-4c14-b54d-c976b5b14645 · outbound

This paper cites Real-time high-resolution background mat- 10 ting.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time high-resolution background mat- 10 ting

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source=pdf_text observed=2026-08-03T16:43:26.582939Z digest=sha256:9b526b19d0136061a3d4528c430499c0ee265b72a5d05381920a5b0226615ceb

Observation a9f90f1b-1cdb-4ce4-b5bb-782efc3f239c · outbound

This paper cites Flow Matching for Generative Modeling.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Flow Matching for Generative Modeling

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no resolver link, observed 2026-08-03T16:43:26.749667Z

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source=pdf_text observed=2026-08-03T16:43:26.749667Z digest=sha256:075801aa577fea377ffce6f00418c02698d1ba2e9ff83969540bff44c18c77a0

Observation ff0db16a-9b24-43c6-91cb-87b35340006f · outbound

This paper cites Towards understanding cross and self-attention in stable diffusion for text-guided image editing.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Towards understanding cross and self-attention in stable diffusion for text-guided image editing

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no resolver link, observed 2026-08-03T16:43:26.840559Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:43:26.840559Z digest=sha256:1cf01425a7bb1d0bc6f5bc63e8ec000eb28f1daf3a98d1ce3a5f3aa00b612a58

Observation 20e76ddb-b49b-4f4f-82a6-ccd06ede9260 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

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no resolver link, observed 2026-08-03T16:43:26.960683Z

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source=pdf_text observed=2026-08-03T16:43:26.960683Z digest=sha256:9905d728deb00e4270b02ad94a720744261a1ed3b00053f08dfcaa89145161db

Observation b2c4e7d3-d49b-4459-800e-0ecdc3ee8643 · outbound

This paper cites Defocus to focus: Photo-realistic bokeh rendering by fusing defocus and radiance priors.Information Fusion, 89: 320–335, 2023.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Defocus to focus: Photo-realistic bokeh rendering by fusing defocus and radiance priors.Information Fusion, 89: 320–335, 2023

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source=pdf_text observed=2026-08-03T16:43:27.097285Z digest=sha256:eae8248767a40580b38f0396f5711d0407f08c69967feb9d2e97a48e4e2fef89

Observation 630b5b0f-fc98-4b4f-999f-9f786514cbec · outbound

This paper cites Neural bokeh: Learning lens blur for computational videography and out-of-focus mixed reality.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Neural bokeh: Learning lens blur for computational videography and out-of-focus mixed reality

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source=pdf_text observed=2026-08-03T16:43:27.237912Z digest=sha256:e6c089ac67d5ee345f0fc088f57d8bc33bd877173527758880a5c86aefa4208d

Observation 3a3dd0e4-c1f8-4541-82cb-4d128e5a492e · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Fo- cus on defocus: bridging the synthetic to real domain gap for depth estimation

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source=pdf_text observed=2026-08-03T16:43:27.329186Z digest=sha256:8bc4346fd0ab1a75ed3655ff37afbcb9ecd129287d5ac48ba8097a21be1c4c7a

Observation 6fca0306-3ef4-40c5-9d43-13c52b8473f1 · outbound

This paper cites SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

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source=pdf_text observed=2026-08-03T16:43:27.435235Z digest=sha256:4fa6c818ff8d9611336633ea6148997ee04391777f0b6d3c1da99ff93df472a3

Observation 49af596c-5c6b-4842-aaeb-c241793c3dd8 · outbound

This paper cites Real-time focus range sensor.IEEE Transactions on Pat- tern Analysis and Machine Intelligence, 18(12):1186–1198,.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time focus range sensor.IEEE Transactions on Pat- tern Analysis and Machine Intelligence, 18(12):1186–1198,

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source=pdf_text observed=2026-08-03T16:43:27.523909Z digest=sha256:7fb61eca8ef101eca6cc863727f4a77c37a2e01b14835cf90b9fcdf29fd50a8e

Observation 6fe98127-fc5d-4ba0-8a1d-2b032760cedd · outbound

This paper cites The fourth monocular depth estimation challenge.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering The fourth monocular depth estimation challenge

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source=pdf_text observed=2026-08-03T16:43:27.684058Z digest=sha256:0b96314f9fc9209d132f525cf77ab6aa8759f77c6c0ca3adfc418532c678c9b3

Observation 44ba004d-565d-474d-b856-d30117870012 · outbound

This paper cites an unresolved cited work.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work

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source=pdf_text observed=2026-08-03T16:43:27.832153Z digest=sha256:9cdb916a5c1ef382e1efb4e04b72bd8e64a7663d1cf40b1c6086853a3086e154

Observation 1b41ef8c-9990-42be-b6d8-e2a011031ffd · outbound

This paper cites In- teractive portrait bokeh rendering system.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering In- teractive portrait bokeh rendering system

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source=pdf_text observed=2026-08-03T16:43:28.008837Z digest=sha256:58739937e3af3fc4bb97e28e284fe986c988850deef72e85207d4f1c9fb214a2

Observation 22e6ef3d-5bb3-4039-85db-07ce8a067a91 · outbound

This paper cites Bokehme: When neural rendering meets classical rendering.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bokehme: When neural rendering meets classical rendering

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source=pdf_text observed=2026-08-03T16:43:28.130649Z digest=sha256:299111788a57fb1f5e914d9f86b460425a235846ffa76aae441d0da5ac71aa2b

Observation 5bb958ef-7e96-46f6-aa05-fda01dd12077 · outbound

This paper cites Mpib: An mpi-based bokeh ren- dering framework for realistic partial occlusion effects.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Mpib: An mpi-based bokeh ren- dering framework for realistic partial occlusion effects

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source=pdf_text observed=2026-08-03T16:43:28.265168Z digest=sha256:628e23d08e4cffe2ab355d573540f0955e0156ef822c4de46365bd86c2e76217

Observation fa342f97-dd07-4674-9980-bc5c64422139 · outbound

This paper cites Se- lective bokeh effect transformation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Se- lective bokeh effect transformation

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source=pdf_text observed=2026-08-03T16:43:28.429936Z digest=sha256:bf0411d48ca166ea735130c8897a4b763b43c014fd74812f5a6297cb961284f1

Observation 83f3aa76-2267-4aa3-96cc-f915055df5cf · outbound

This paper cites A new sense for depth of field.IEEE transactions on pattern analysis and machine intelligence, 11(4):523–531, 1987.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A new sense for depth of field.IEEE transactions on pattern analysis and machine intelligence, 11(4):523–531, 1987

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source=pdf_text observed=2026-08-03T16:43:28.592095Z digest=sha256:c6513b3dc2c65186cb5c4d83a78cb25f48450aa89c30ab8ba5a33a491b4e8046

Observation 3821bffb-6c65-4480-8c53-5533ba18c56b · outbound

This paper cites Film: Visual reasoning with a general conditioning layer.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Film: Visual reasoning with a general conditioning layer

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Observation e2f430cd-b9c5-421d-96a3-4e9871dc7e76 · outbound

This paper cites Introducing more physics into varia- tional depth–from–defocus.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Introducing more physics into varia- tional depth–from–defocus

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source=pdf_text observed=2026-08-03T16:43:28.918194Z digest=sha256:cc7865f800b65bba9b8ad12d4d7008bd61403a3b4ca8c50f171abe862c96ceff

Observation 3a69dba7-439c-4690-a7a2-be38e4e4df0f · outbound

This paper cites Sharpdepth: Sharpen- ing metric depth predictions using diffusion distillation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Sharpdepth: Sharpen- ing metric depth predictions using diffusion distillation

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source=pdf_text observed=2026-08-03T16:43:29.085402Z digest=sha256:446adb36bcac89af04e6bbb9fde1367e1ecb9beae553ac52b3364d6b8a093cdf

Observation 0bd99c1c-09a1-4313-ae20-b8e5112243cb · outbound

This paper cites idisc: Internal discretization for monocular depth estimation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering idisc: Internal discretization for monocular depth estimation

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source=pdf_text observed=2026-08-03T16:43:29.218284Z digest=sha256:2535b860e1f9d566f6b67bb65fa6acb221230dfb83c4678ebcf41f1c9ec8ec4d

Observation d76851af-4320-4f85-8092-fb8ef1199724 · outbound

This paper cites Unidepth: Universal monocular metric depth estimation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unidepth: Universal monocular metric depth estimation

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:43:29.378184Z digest=sha256:f22d2f47b84dafb5ddecbe1ca6bb707db465e12ddbec527bb538598a257e0094

Observation 51e1dc52-bc93-46f3-b5cd-500f3a1bdaf8 · outbound

This paper cites UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler

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source=pdf_text observed=2026-08-03T16:43:29.521204Z digest=sha256:787079ebba0d704dcf037be6b486fa721a2ed33dcb1be0b973aeef5eef21baea

Observation c01f9135-21ec-4bec-b4c5-e0b73448755a · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

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source=pdf_text observed=2026-08-03T16:43:29.633278Z digest=sha256:7154aa59aa0f8f9a5e946a5cc0ce5764d4ee9bd39a03f66c6d8cc5cbdee99ba1

Observation 1c854c62-b7c2-44b9-bae1-dadeda601125 · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A lens and aperture camera model for synthetic image generation

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source=pdf_text observed=2026-08-03T16:43:29.727100Z digest=sha256:4801e64b88f3d1fc2bcd2c1cd0dd0d281560035265284bf98b458eb4f502350f

Observation a735888e-4cff-4b85-a84f-179d171942e6 · outbound

This paper cites Bggan: Bokeh- glass generative adversarial network for rendering realistic 11 bokeh.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bggan: Bokeh- glass generative adversarial network for rendering realistic 11 bokeh

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source=pdf_text observed=2026-08-03T16:43:29.907193Z digest=sha256:10579166bc8400063bb81e7c172dee039b3a5828682e2bbe1dc372a61e01ceb7

Observation 639513db-7f9d-489c-b263-7d51d6de89b4 · outbound

This paper cites Camedit: Continuous camera parameter control for photorealistic image editing.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Camedit: Continuous camera parameter control for photorealistic image editing

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source=pdf_text observed=2026-08-03T16:43:29.960534Z digest=sha256:e15aa7852df2a46f4095622a92b7a35880e510beccfdfb98c36b7a6db17a1039

Observation 2a004bf6-2756-4b98-bc06-b07b6b0230a0 · outbound

This paper cites A variational approach to recovering depth from defocused images.IEEE transactions on pattern analysis and machine intelligence, 19(10):1158–1164, 2002.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A variational approach to recovering depth from defocused images.IEEE transactions on pattern analysis and machine intelligence, 19(10):1158–1164, 2002

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source=pdf_text observed=2026-08-03T16:43:30.060253Z digest=sha256:33bf4233ab9fc6d9fea7b6dae19dbc11e0d0347f2a7c254645f764378d423148

Observation 96ca1a42-9774-447a-8f56-cec70e0aee8f · outbound

This paper cites an unresolved cited work.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work

Reference 80

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source=pdf_text observed=2026-08-03T16:43:30.242589Z digest=sha256:0e79215b4994f782d76b52c5e498a54b402e416974d35d5f798d3db5c70b8d66

Observation c9cfd916-8674-43ba-879a-7e411f0791bb · outbound

This paper cites Vi- sion transformers for dense prediction.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Vi- sion transformers for dense prediction

Reference 81

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source=pdf_text observed=2026-08-03T16:43:30.422659Z digest=sha256:385feec738e2646b8329007c50fe1b60989c2d84715de06afb46faeab3617760

Observation 77512f24-d70c-4c67-a83a-f5de7b24f563 · outbound

This paper cites Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T16:43:30.542023Z digest=sha256:71db369aea5ec9b5e635b2e6054351d91e69628f18db16916fd2d43e5c7579d9

Observation 00e2864d-521f-4aa6-9cad-b2d689a8ac3c · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering High-resolution image synthesis with latent diffusion models

Reference 83

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source=pdf_text observed=2026-08-03T16:43:30.652846Z digest=sha256:eba57b0440aa56e744af4f4939c424e819a3f0723cb5c2cea98a9639b4d04c9a

Observation a164c4ac-c6a6-48f2-870a-0fb0aff5e339 · outbound

This paper cites Make3d: Learning 3d scene structure from a single still image.IEEE transactions on pattern analysis and machine intelligence, 31(5):824–840, 2008.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Make3d: Learning 3d scene structure from a single still image.IEEE transactions on pattern analysis and machine intelligence, 31(5):824–840, 2008

Reference 84

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source=pdf_text observed=2026-08-03T16:43:30.778228Z digest=sha256:30db16594ee10818c8980056391db63f9011fd705b40b454f7f1d69d4406dabf

Observation 7650318c-49d0-4016-bcfb-09cad8642f78 · outbound

This paper cites High-resolution stereo datasets with subpixel-accurate ground truth.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering High-resolution stereo datasets with subpixel-accurate ground truth

Reference 85

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source=pdf_text observed=2026-08-03T16:43:30.869573Z digest=sha256:99c1d65fea493b62770d033a1de8716195ac9ad8c52d7cd753348d72b804a69a

Observation 7c0f1d6c-c40c-43f7-8c1d-4c6a406d7567 · outbound

This paper cites Depth from defocus vs.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defocus vs

Reference 86

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source=pdf_text observed=2026-08-03T16:43:30.952592Z digest=sha256:512f615761b0ab8303d9038f724794ccb1569642047e8d5e4f512991f8f60946

Observation c137e6cb-e28d-43a5-b3e6-f3d707bdfeee · outbound

This paper cites A multi-view stereo benchmark with high- resolution images and multi-camera videos.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering A multi-view stereo benchmark with high- resolution images and multi-camera videos

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source=pdf_text observed=2026-08-03T16:43:31.038465Z digest=sha256:94308f54415bac7cf4f6be0f0acf43607e38e046f37ec64f3e051db7a73624bc

Observation 63e9acc6-f87e-44d0-9cb9-d0b6d57dbe5f · outbound

This paper cites Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures

Reference 88

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source=pdf_text observed=2026-08-03T16:43:31.110351Z digest=sha256:559699d89769dd80a11c855e1987f449eaa65bda3ba31df34d449d6a61d750ec

Observation 86f7ce79-ae64-45e3-9d33-39521dd14260 · outbound

This paper cites an unresolved cited work.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work

Reference 89

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source=pdf_text observed=2026-08-03T16:43:31.188016Z digest=sha256:1bab99a391b9fc2468fd6e3dd62bf222b16e2b561dd85c2fb865e9dd9e9dbfd8

Observation 6df38f77-d251-49b5-b5d6-b5f197f9eb01 · outbound

This paper cites Fully self- supervised depth estimation from defocus clue.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Fully self- supervised depth estimation from defocus clue

Reference 90

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source=pdf_text observed=2026-08-03T16:43:31.419188Z digest=sha256:780e62abf5da8274af2c7bf8a52c4767cb21b11ed46fcbc101ad5ea43c384e1c

Observation 68d2490b-8696-458b-8d81-9d90d37c061c · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Indoor segmentation and support inference from rgbd images

Reference 91

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source=pdf_text observed=2026-08-03T16:43:31.535716Z digest=sha256:cfaa5fda363d030dc0643d863ddca9a2ff7decbb0d181c58c5222600feefad9c

Observation 4d93a131-d528-4a1d-a37b-48d735047129 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep unsupervised learning using nonequilibrium thermodynamics

Reference 92

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source=pdf_text observed=2026-08-03T16:43:31.665415Z digest=sha256:94b9f768f1938656b9501fc91cc7523f346bcfc4eebde503c0fe0d345e0d8d04

Observation 9c9353dd-a5e7-41b5-bca3-82b86bf94e75 · outbound

This paper cites Visual reasoning with multi-hop feature modulation.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Visual reasoning with multi-hop feature modulation

Reference 93

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source=pdf_text observed=2026-08-03T16:43:31.776164Z digest=sha256:dab57e875dc846dfee9c62785fc3dc2161ce49c65e18e16d2aba375ce4c139a0

Observation 5f7cdb97-7e10-4407-ae2e-178be8544e91 · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568: 127063, 2024.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568: 127063, 2024

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source=pdf_text observed=2026-08-03T16:43:31.932420Z digest=sha256:16e133eae6715674b64364cfb983b1560139b7cd31b801024921b03095046078

Observation 94196659-0c6d-490d-8a35-10627ca3080b · outbound

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

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defocus: A spatial domain approach.International Journal of computer vision, 13(3):271–294, 1994

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source=pdf_text observed=2026-08-03T16:43:32.077241Z digest=sha256:1fbf9c7d5bf2ff09eb9ab407b316a9ad758a0598956b5886020c0163c11397bb

Observation fc5572d8-6f1c-465c-b4b2-833f5c2f78f0 · outbound

This paper cites Depth from focus with your mobile phone.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from focus with your mobile phone

Reference 96

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source=pdf_text observed=2026-08-03T16:43:32.194141Z digest=sha256:f1b1fb13886fc9292319adfd4ca84e8353fc7f5e2e0ec1a270eed5ab57c967b8

Observation f4928b50-f262-40fa-afb0-831c72b23f52 · outbound

This paper cites Depth from defocus in the wild.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defocus in the wild

Reference 97

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source=pdf_text observed=2026-08-03T16:43:32.312507Z digest=sha256:62bf6c2645c727c6be5d4db837ac2ee6aae650b6aeb9e43858a539dc7118c3db

Observation 5ee7f1aa-1ce5-4b5a-9e58-05b029c49364 · outbound

This paper cites Layered light field reconstruction for de- focus blur.ACM Transactions on Graphics (TOG), 34(2): 1–12, 2015.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Layered light field reconstruction for de- focus blur.ACM Transactions on Graphics (TOG), 34(2): 1–12, 2015

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source=pdf_text observed=2026-08-03T16:43:32.431764Z digest=sha256:0cee4b9e4fb5ceccaf8f2ac8776a50a79e5e40cccff5c0dbb6221f61a511e527

Observation d42cf81e-dbf4-4fc3-8a15-2cc01b02ef1c · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Attention is all you need.Advances in neural information processing systems, 30, 2017

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source=pdf_text observed=2026-08-03T16:43:32.590710Z digest=sha256:a6ed2858c53c94fd545422137178c96fa889110fc3347d3709b8352ea721a9f6

Observation 2f531b32-551d-42e4-bae0-86ebaf748257 · outbound

This paper cites Synthetic depth-of-field with a single-camera mobile phone.ACM Transactions on Graphics (ToG), 37(4):1–13,.

Boosting Monocular Metric Depth Estimation via Bokeh Rendering Synthetic depth-of-field with a single-camera mobile phone.ACM Transactions on Graphics (ToG), 37(4):1–13,

Reference 100

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source=pdf_text observed=2026-08-03T16:43:32.770477Z digest=sha256:a23c87d2d2d198afafdc1f8f1e2a3b7b845c151f28e204181620751e578a0c2f

Pith citing papers

No inbound Pith citation observations are available.