InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space | Paper Citation Record

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

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.133138Z

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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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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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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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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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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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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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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

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.158863Z

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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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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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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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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

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.166229Z

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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

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.150855Z

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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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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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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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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

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.163620Z

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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

Resolution: verified exact; 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

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.147563Z

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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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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

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:36:45.148519Z

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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

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:36:45.153691Z

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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

Resolution: verified exact; 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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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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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

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

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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

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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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

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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

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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

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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

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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

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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

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

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

Reference 49

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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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers