Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T16:43:32.770477Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 100 of 134 outbound references and 0 inbound Pith citation observations for arXiv:2512.12425.
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Source: paper_references, paper_reference_links, observed 2026-08-03T16:43:32.770477Z
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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
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100 of 134 outbound references displayed
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Observation 7d186be4-708d-426a-9357-cdaed1cf1250 · outbound
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
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
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
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work
Reference 4
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Observation 154d6943-2920-4ac1-bb21-5f14544622c0 · outbound
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
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
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
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
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
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
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Virtual KITTI 2
Reference 11
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Observation bca9b3f2-fd61-443f-bf11-e7df6e6428c8 · outbound
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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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Observation f290eb38-6b69-4191-ace8-3386c63ea1c1 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Pearson ed- ucation india, 2009
Reference 30
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Observation 4d3a4c38-5a23-46ea-98b4-dce3a3d91523 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth any camera: Zero-shot met- ric depth estimation from any camera
Reference 31
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Observation 165bc42f-98c9-4b1e-bd64-8db1db101e59 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep depth from focus
Reference 32
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Observation c119d350-4ab7-49c5-b795-b48f95b779fa · outbound
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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Observation 6ab88e2f-4818-46b8-82bc-3859ed4e3b27 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work
Reference 34
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Observation e1549b6b-de0b-4e43-87d6-b9a54022e9ec · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work
Reference 35
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Observation 803b7ff9-037a-4c13-ac8b-5d195f11934f · outbound
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
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
Reference 37
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Observation 156acd8f-7796-4c99-9383-9d87012a90e6 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Render- ing natural camera bokeh effect with deep learning
Reference 38
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Observation aed1f7b4-5eb9-45ae-bbcd-50528c002f3b · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defo- cus with learned optics for imaging and occlusion-aware depth estimation
Reference 39
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Observation 11fa3aa9-2381-4635-a70b-f4eb4c483486 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering A variational approach to shape from defocus
Reference 40
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Observation f89bfcb6-6c33-47ae-a077-ccfaf07f88bc · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering V o, Patrick Labatut, and Piotr Bo- janowski
Reference 41
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Observation 1bc6a51c-47b4-421c-898f-54b88ec55d71 · outbound
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
Reference 42
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Observation 4a25c99f-39cc-49c2-8d26-20e26339ec59 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Re- purposing diffusion-based image generators for monocular depth estimation
Reference 43
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Observation 1cd1c3c1-b5cc-49cb-9f49-4404350835ba · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Evaluation of cnn-based single-image depth estimation methods
Reference 44
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Observation bdd3c9fe-9b8b-44ab-afd4-9415cb5f2eb3 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth-of-field render- ing by pyramidal image processing
Reference 45
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Observation 7e42283d-46c6-4f90-8d59-d5c81d19db28 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Basic methods for image restoration and identification
Reference 46
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Observation d4ffa5a1-4998-42fe-a892-c0c4e8a62068 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Iterative filter adaptive network for single image defocus deblurring
Reference 47
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Observation 80c3e454-5be0-46eb-bfc3-c75c80588f88 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time depth-of-field rendering using point splat- ting on per-pixel layers
Reference 48
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Observation 599007b5-5eff-47ac-ab81-5b379ceb91b6 · outbound
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
Reference 49
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Observation 3aa39b42-5e47-4c82-99a8-9e601169e51a · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Megadepth: Learning single-view depth prediction from internet photos
Reference 50
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Observation b4cf75e8-f3f7-4d24-95d0-608b290f2bf8 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Patch- fusion: An end-to-end tile-based framework for high- resolution monocular metric depth estimation
Reference 51
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Observation 53cef9eb-a739-4a71-ab27-dff1b09ced7c · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering BenchDepth: Are We on the Right Way to Evaluate Depth Foundation Models?
Reference 52
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Observation 3ba5365e-c3c2-4c14-b54d-c976b5b14645 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Real-time high-resolution background mat- 10 ting
Reference 53
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Observation a9f90f1b-1cdb-4ce4-b5bb-782efc3f239c · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Flow Matching for Generative Modeling
Reference 54
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Observation ff0db16a-9b24-43c6-91cb-87b35340006f · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Towards understanding cross and self-attention in stable diffusion for text-guided image editing
Reference 55
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Observation 20e76ddb-b49b-4f4f-82a6-ccd06ede9260 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow
Reference 56
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Observation b2c4e7d3-d49b-4459-800e-0ecdc3ee8643 · outbound
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
Reference 57
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Observation 630b5b0f-fc98-4b4f-999f-9f786514cbec · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Neural bokeh: Learning lens blur for computational videography and out-of-focus mixed reality
Reference 58
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Observation 3a3dd0e4-c1f8-4541-82cb-4d128e5a492e · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Fo- cus on defocus: bridging the synthetic to real domain gap for depth estimation
Reference 59
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Observation 6fca0306-3ef4-40c5-9d43-13c52b8473f1 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
Reference 60
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Observation 49af596c-5c6b-4842-aaeb-c241793c3dd8 · outbound
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,
Reference 61
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Observation 6fe98127-fc5d-4ba0-8a1d-2b032760cedd · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering The fourth monocular depth estimation challenge
Reference 62
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Observation 44ba004d-565d-474d-b856-d30117870012 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unresolved cited work
Reference 63
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering In- teractive portrait bokeh rendering system
Reference 64
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Observation 22e6ef3d-5bb3-4039-85db-07ce8a067a91 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bokehme: When neural rendering meets classical rendering
Reference 65
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Mpib: An mpi-based bokeh ren- dering framework for realistic partial occlusion effects
Reference 66
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Se- lective bokeh effect transformation
Reference 67
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Observation 83f3aa76-2267-4aa3-96cc-f915055df5cf · outbound
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
Reference 68
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Film: Visual reasoning with a general conditioning layer
Reference 69
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Introducing more physics into varia- tional depth–from–defocus
Reference 70
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Sharpdepth: Sharpen- ing metric depth predictions using diffusion distillation
Reference 71
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering idisc: Internal discretization for monocular depth estimation
Reference 72
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Unidepth: Universal monocular metric depth estimation
Reference 73
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler
Reference 74
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Observation c01f9135-21ec-4bec-b4c5-e0b73448755a · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
Reference 75
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Observation 1c854c62-b7c2-44b9-bae1-dadeda601125 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering A lens and aperture camera model for synthetic image generation
Reference 76
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Observation a735888e-4cff-4b85-a84f-179d171942e6 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Bggan: Bokeh- glass generative adversarial network for rendering realistic 11 bokeh
Reference 77
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Observation 639513db-7f9d-489c-b263-7d51d6de89b4 · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering Camedit: Continuous camera parameter control for photorealistic image editing
Reference 78
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Observation 2a004bf6-2756-4b98-bc06-b07b6b0230a0 · outbound
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
Reference 79
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Reference 80
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Vi- sion transformers for dense prediction
Reference 81
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding
Reference 82
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Observation 00e2864d-521f-4aa6-9cad-b2d689a8ac3c · outbound
Boosting Monocular Metric Depth Estimation via Bokeh Rendering High-resolution image synthesis with latent diffusion models
Reference 83
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Observation a164c4ac-c6a6-48f2-870a-0fb0aff5e339 · outbound
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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Boosting Monocular Metric Depth Estimation via Bokeh Rendering High-resolution stereo datasets with subpixel-accurate ground truth
Reference 85
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Depth from defocus vs
Reference 86
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Observation c137e6cb-e28d-43a5-b3e6-f3d707bdfeee · outbound
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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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Fully self- supervised depth estimation from defocus clue
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Indoor segmentation and support inference from rgbd images
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Deep unsupervised learning using nonequilibrium thermodynamics
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Boosting Monocular Metric Depth Estimation via Bokeh Rendering Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568: 127063, 2024
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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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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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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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