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Paper Citation Record · LEDGER

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space

As of 9 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2606.05071.

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

pith.paper-citation-record.v1
2606.05071 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:50:09.597043Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

  • verified exact19
  • verified fuzzy0
  • unresolved34
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ad7a959e-dcf3-439a-acf7-d49e0d998500 · outbound

This paper cites Qwen2.5-VL Technical Report.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Qwen2.5-VL Technical Report

Reference 1

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local_arxiv, observed 2026-07-02T07:36:45.133138Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 0c9b2bff-b0c2-4385-8fb4-5ff6f0b67bd8 · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space In- structpix2pix: Learning to follow image editing instructions

Reference 2

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:d0af792f9de1bb2f135de62913eff7d82febb13f16546619036232b3f788dedc

Observation 2c884ea7-7dc0-435e-85c5-746014896e1b · outbound

This paper cites Learning to follow object-centric image editing instructions faithfully.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Learning to follow object-centric image editing instructions faithfully

Reference 3

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Observation 04b9203d-c06b-4c7d-a48e-3b5783e6dd8f · outbound

This paper cites Real-time edge-aware image processing with the bilateral grid.ACM Transactions on Graphics (TOG), 26(3):103–es, 2007.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Real-time edge-aware image processing with the bilateral grid.ACM Transactions on Graphics (TOG), 26(3):103–es, 2007

Reference 4

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:5c48a060cc958b5960c0763efa5b74b71deb97af1530d76a84b2532641070e7d

Observation ac434b53-a85e-4846-a919-3fc1366651b4 · outbound

This paper cites Bilateral guided upsampling.ACM Transactions on Graphics (TOG), 35(6):1–8, 2016.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Bilateral guided upsampling.ACM Transactions on Graphics (TOG), 35(6):1–8, 2016

Reference 5

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:7ec207eb2d81e4c3448c7988cab70c4c2f1c429c0e16a5126e12e65018ec803a

Observation 19f634aa-66b0-4d51-9c9d-52c58a641511 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 6

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local_arxiv, observed 2026-07-02T07:36:45.149882Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation c5f68f40-b8a4-4c79-8ddd-098b678062cb · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Emerging Properties in Unified Multimodal Pretraining

Reference 7

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local_arxiv, observed 2026-07-02T07:36:45.129662Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:757da51b1473c501a261b5da378e5ce9c53c842ed0bd3a120b2265b8becaa319

Observation d9733903-7c19-4218-8720-4df6f40266cf · 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.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Image quality assessment: Unifying structure and texture similarity.IEEE transactions on pattern analysis and ma- chine intelligence, 44(5):2567–2581, 2020

Reference 8

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:17c49d8188a4ec1a997185ddc44c3eebb9b19c6e1bf40c2b292346c7ddcc990a

Observation 1240f6bc-28ea-47fd-98de-bd2ec749f448 · outbound

This paper cites Diffretouch: Using diffusion to retouch on the shoulder of experts.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Diffretouch: Using diffusion to retouch on the shoulder of experts

Reference 9

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Observation 29d85011-c266-43ff-ba63-d483ed21e8e1 · outbound

This paper cites Guiding Instruction-based Image Editing via Multimodal Large Language Models.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Guiding Instruction-based Image Editing via Multimodal Large Language Models

Reference 10

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arxiv_id, observed 2026-07-02T07:36:45.158863Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b64cb158-d44a-4086-a735-447dc50755a9 · outbound

This paper cites Instructdiffusion: A generalist modeling inter- face for vision tasks.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Instructdiffusion: A generalist modeling inter- face for vision tasks

Reference 11

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:bfde57e8dfe40b94a13ab4f702dbce24c6a43c0123124c845cc76c2663bd6ddb

Observation 667fad02-87b8-451d-ab42-db8d9e034bbd · outbound

This paper cites Deep bilateral learning for real- time image enhancement.ACM Transactions on Graphics (TOG), 36(4):1–12, 2017.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Deep bilateral learning for real- time image enhancement.ACM Transactions on Graphics (TOG), 36(4):1–12, 2017

Reference 12

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:d3773e38fb775f9aa4c2be9337655ecaaeb8aa61e27d6821c0e1b70f5aff3e9d

Observation 0b9566a6-83c0-41b7-891e-ded626aa80ec · outbound

This paper cites Focus on your instruction: Fine-grained and multi-instruction image editing by atten- tion modulation.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Focus on your instruction: Fine-grained and multi-instruction image editing by atten- tion modulation

Reference 13

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:bb1f540fcd11cbf0bbb1f8a9a0b3a60da0fb5f9bf414d984632b39209b4a2a4b

Observation d3a58f78-5397-45b9-a5d0-4b8f10406f8d · outbound

This paper cites Exposure: A white-box photo post-processing framework.ACM Transactions on Graphics (TOG), 37(2): 1–17, 2018.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Exposure: A white-box photo post-processing framework.ACM Transactions on Graphics (TOG), 37(2): 1–17, 2018

Reference 14

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Observation eed2cac3-8087-4e93-8551-2351ebac4cbd · outbound

This paper cites Image Editing As Programs with Diffusion Models.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Image Editing As Programs with Diffusion Models

Reference 15

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arxiv_id, observed 2026-07-02T07:36:45.166229Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:c576d8a692e011fccc1850de17c8243336b5a588f29f8887287e2fecf78e01f1

Observation 139575cb-95f9-4e5d-98fa-2d3551a27e18 · outbound

This paper cites Smartedit: Exploring complex instruction-based image editing with multimodal large lan- guage models.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Smartedit: Exploring complex instruction-based image editing with multimodal large lan- guage models

Reference 16

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Observation 834614af-acb2-4e5a-9c32-c46aa15a1dac · outbound

This paper cites GPT-4o System Card.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space GPT-4o System Card

Reference 17

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local_arxiv, observed 2026-07-02T07:36:45.150855Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 62b65ebf-af4d-418e-886c-89a0fdd7b059 · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space A style-based generator architecture for generative adversarial networks

Reference 18

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Observation 21b09ffe-bace-48bf-bc6e-e957895ecec9 · outbound

This paper cites Musiq: Multi-scale image quality transformer.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Musiq: Multi-scale image quality transformer

Reference 19

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:ac325ce4e560a1e1e02aca6499c7bc86bebf4e791fcfdd893f63e4aad8f5fa5e

Observation db30d8bd-4c53-4bea-91a0-2bb48ec23f38 · outbound

This paper cites Unpaired image enhancement featuring reinforcement-learning-controlled image editing software.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Unpaired image enhancement featuring reinforcement-learning-controlled image editing software

Reference 20

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:3de7bda41700d61e9506746665df7e3dbd5b15c12339d2c25e4a6d38fd1bce94

Observation e1ce7521-f3ac-4c71-afb4-20df97f3963d · outbound

This paper cites Flowedit: Inversion- free text-based editing using pre-trained flow models.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Flowedit: Inversion- free text-based editing using pre-trained flow models

Reference 21

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:6da0111e42d9e22ad74c2b9b4e22151399bc2680ebe8c2fb1f39092d7fceb426

Observation af9f4756-43d9-4f4a-864b-6a5d0c2eff78 · outbound

This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 22

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:287f6ac4df41fbc25ca73a2d3b0956eae77705cd5a7ca791f7b0e89a34abf831

Observation c5214d30-36d7-43fa-bb10-e004528e62ad · outbound

This paper cites MoEController: Instruction-based Arbitrary Image Manipulation with Mixture-of-Expert Controllers.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space MoEController: Instruction-based Arbitrary Image Manipulation with Mixture-of-Expert Controllers

Reference 23

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arxiv_id, observed 2026-07-02T07:36:45.168825Z

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Observation 01208700-eb03-4da3-91ac-c2bf12d57a50 · outbound

This paper cites InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following

Reference 24

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Observation 43dba545-cbbc-4dbf-9fbc-22c459b45148 · outbound

This paper cites Ppr10k: A large-scale portrait photo retouch- ing dataset with human-region mask and group-level consis- tency.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Ppr10k: A large-scale portrait photo retouch- ing dataset with human-region mask and group-level consis- tency

Reference 25

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:6b3e4517416b633d262580c645e09a7813e8c5893fcde07988f827b58c56a479

Observation 525895ae-26d4-412b-9a0b-8ba6b34ef053 · outbound

This paper cites JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent

Reference 26

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arxiv_id, observed 2026-07-02T07:36:45.148519Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation fcbccd33-087a-4c8a-adde-a0227ebc594d · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 27

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Observation d3c186f4-d7a4-4aa3-8afb-146b4b34a6d0 · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Step1X-Edit: A Practical Framework for General Image Editing

Reference 28

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:d8c90e99a0490d4f549704b6113ca98c7f8c78d6d309ced0e1d0fcdf8072ce52

Observation 1faa598c-f23d-460d-987d-3cf41aa39a96 · outbound

This paper cites Decoupled Weight Decay Regularization.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Decoupled Weight Decay Regularization

Reference 29

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local_arxiv, observed 2026-07-02T07:36:45.137285Z

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Observation 13598c6f-ed1b-44d6-bd28-05a7600eb131 · outbound

This paper cites ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 30

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arxiv_id, observed 2026-07-02T07:36:45.142658Z

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Observation 0db186e3-e970-4e53-bba8-ac2e3a5a07f9 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Representation Learning with Contrastive Predictive Coding

Reference 31

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local_arxiv, observed 2026-07-02T07:36:45.134648Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 60d06a9b-f31e-4e1c-aede-d5b243781902 · outbound

This paper cites Rsfnet: A white-box image retouch- ing approach using region-specific color filters.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Rsfnet: A white-box image retouch- ing approach using region-specific color filters

Reference 32

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Observation c304b141-a950-4d57-8399-58b758c4ab86 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Learning transferable visual models from natural language supervi- sion

Reference 33

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source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:b534e349e6b130613a82b4a1ada5ea51107f64fb44c453b873af4c074ca97db2

Observation 1e1b8d75-e9f4-462d-8658-3549533c9a90 · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space SAM 2: Segment Anything in Images and Videos

Reference 34

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verified exact
local_arxiv, observed 2026-07-02T07:36:45.156007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:8befa51cfe52e65ce0752b9873713dc5463809c0a9e833ab5b4a4bedd062df0f

Observation d7820909-bab2-48b2-93f4-1ffb17c4c9b4 · outbound

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

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space High-resolution image synthesis with latent diffusion models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:1e4a3691a372463e2f87e8401a64576daf30740150db09d827f6043f933075cb

Observation 95216015-b540-448d-b110-4bef88933cf1 · outbound

This paper cites Complex wavelet structural sim- ilarity: A new image similarity index.IEEE transactions on image processing, 18(11):2385–2401, 2009.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Complex wavelet structural sim- ilarity: A new image similarity index.IEEE transactions on image processing, 18(11):2385–2401, 2009

Reference 36

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:30b2f704a3148b70ce174ac0af6ff32025dcbc1447a2bce6b63d13dd8efdd8f7

Observation 4bf0a701-4a35-4298-a6e8-d5554fe74cc5 · outbound

This paper cites Facenet: A unified embedding for face recognition and clus- tering.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Facenet: A unified embedding for face recognition and clus- tering

Reference 37

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:fc8160fed24c130ffbc8c6c5e2b4b9f3f4218898ff6a2dcbb068d660efe2c8a6

Observation 92321d91-4109-4648-ad1f-b045dacc8ab4 · outbound

This paper cites Laion- aesthetics.LAION.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Laion- aesthetics.LAION

Reference 38

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:5004e3ea8b068154c6b699ecb16027a87d573d831bca12a8a103236cec6b00f4

Observation f62abc20-c98c-4deb-a28d-d5a0050c94d4 · outbound

This paper cites Emu edit: Precise image editing via recognition and gen- eration tasks.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Emu edit: Precise image editing via recognition and gen- eration tasks

Reference 39

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:fa5d3dfd43a2dba457a67a659521ff05756db1876e111af2197c774454763d47

Observation aedff7d1-506b-43b6-8e0b-3f21d93a8360 · outbound

This paper cites Neu- ral photo-finishing.ACM Transactions on Graphics, 41(6): 3555526, 2022.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Neu- ral photo-finishing.ACM Transactions on Graphics, 41(6): 3555526, 2022

Reference 40

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:f819c64cd023127347180b2ce686f6322dab68f9ffdb03d68504ff4ee2172ec1

Observation fed936da-7263-4197-8447-eea17998ed16 · outbound

This paper cites SeedEdit 3.0: Fast and High-Quality Generative Image Editing.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space SeedEdit 3.0: Fast and High-Quality Generative Image Editing

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:36:45.139923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:e3361debc19de69e954c0874ce624d3d548366e651ebfa8f81e43c8f78757000

Observation 832bbb84-8fdd-4e21-8633-97e06f5d956d · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.IEEE transactions on image processing, 13(4):600–612, 2004.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Image quality assessment: from error visibility to structural similarity.IEEE transactions on image processing, 13(4):600–612, 2004

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:a9eec0c3ad4df05cd508e44a2ad4085dc5822235d36ff177e5cee3534edcadf4

Observation a5cdd993-8e4e-4d28-a57c-7c00a4d323e7 · outbound

This paper cites Prolificdreamer: High-fidelity and diverse text-to-3d generation with variational score distilla- tion.Advances in neural information processing systems, 36: 8406–8441, 2023.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Prolificdreamer: High-fidelity and diverse text-to-3d generation with variational score distilla- tion.Advances in neural information processing systems, 36: 8406–8441, 2023

Reference 43

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no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:09f3ddfb63c01f9178a10c186155c56f156630fdd6c0908daa79ba5508823a58

Observation 2d89d85c-60e9-4b23-bfc1-c4882e0ec8a3 · outbound

This paper cites Qwen-Image Technical Report.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Qwen-Image Technical Report

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-07-02T07:36:45.120926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:4877a538dbe49c0929b205e0c009ab4dff739d12222ca2217f150e3ea9f87579

Observation 23233727-599a-447d-87c0-7c5248d8df68 · outbound

This paper cites Goal conditioned reinforcement learning for photo fin- ishing tuning.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Goal conditioned reinforcement learning for photo fin- ishing tuning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:63e953b2c9446fb4e18af8923948b0ac1e7272d9dff783f9ec8969c7d2dfb09c

Observation 8f1f2e47-0311-4eec-a46d-1413e82e2540 · outbound

This paper cites One-step effective diffusion network for real-world image super-resolution.Advances in Neural Information Process- ing Systems, 37:92529–92553, 2024.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space One-step effective diffusion network for real-world image super-resolution.Advances in Neural Information Process- ing Systems, 37:92529–92553, 2024

Reference 46

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:3bcae6a85706527936d5ca8762ed5958e37f7ffe43ac8d831ea8667b2dde7291

Observation 6452378d-058e-4f0b-994b-f29a7f41abf8 · outbound

This paper cites Gradient magnitude similarity deviation: A highly efficient perceptual image quality index.IEEE transactions on image processing, 23(2):684–695, 2013.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Gradient magnitude similarity deviation: A highly efficient perceptual image quality index.IEEE transactions on image processing, 23(2):684–695, 2013

Reference 47

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:930513c7121e0f4ea01b887623c1ea05dff4e6ea71ec5c4a9102733fad9c1e8a

Observation 410977c0-f44a-4acf-83f4-e3a078c35ddf · outbound

This paper cites One-step diffusion with distribution matching distillation.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space One-step diffusion with distribution matching distillation

Reference 48

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:0ef255b522af5e97214408c4067b4536eed71d25e775e27a26f8271df1bde6f5

Observation 8a7e956e-ed26-4051-b0c6-c9aac12bb007 · outbound

This paper cites an unresolved cited work.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:4a3c19f738cd47a4cddb8136625650652ffd8a9360dc3a63a8e4838e37635812

Observation 452b78b4-7274-44db-9938-4bafca157bbc · outbound

This paper cites Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:36:45.123583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:255ff86a2e2da0da4f367eb9753ec58ff332210096f9bbf6e109cf4529fca9f5

Observation 7431c781-0cbc-4c69-a969-44d603870c9b · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction- guided image editing.Advances in Neural Information Pro- cessing Systems, 36:31428–31449, 2023.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Magicbrush: A manually annotated dataset for instruction- guided image editing.Advances in Neural Information Pro- cessing Systems, 36:31428–31449, 2023

Reference 51

Resolution
unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:aa3e7edd5286b4c4735e79b7dcf2fd5db43e6c295bd685175352d05aa1b7a1a4

Observation c5d36564-6a06-477f-a329-b66634e59867 · outbound

This paper cites In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-07-02T07:36:45.161236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:ebc1d432121767b8c97ac5fd114c3b1a66229b0e27fcd01ddc2ff3eb3b2530ef

Observation d7935263-73a3-49c5-bb5e-0795d4f6dbf6 · outbound

This paper cites Ultraedit: Instruction-based fine-grained image editing at scale.Advances in Neural Information Pro- cessing Systems, 37:3058–3093, 2024.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space Ultraedit: Instruction-based fine-grained image editing at scale.Advances in Neural Information Pro- cessing Systems, 37:3058–3093, 2024

Reference 53

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unresolved
no resolver link, observed 2026-06-28T06:50:09.597043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:2f40613ad314e0578a574f7808a9cd8ce0a1b878b33573cd43bff2b607358e52

Pith citing papers

No inbound Pith citation observations are available.