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Paper Citation Record · LEDGER

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review

As of 17 August 2026, this Paper Citation Record lists 100 of 212 outbound references and 0 inbound Pith citation observations for arXiv:2505.07866.

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

pith.paper-citation-record.v1
2505.07866 v1

Coverage vector

measured 100 of 212 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:56:46.717569Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 212 outbound references displayed

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Outbound references

Observation 46b1f855-62bb-426b-a8da-2e45e729f35f · outbound

This paper cites Generative adversarial nets.Advances in neural information processing systems, 27, 2014.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Generative adversarial nets.Advances in neural information processing systems, 27, 2014

Reference 1

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Observation 0243aa6f-6fc7-468b-b421-6675f107d8dc · outbound

This paper cites Dynamical Variational Autoencoders: A Comprehensive Review.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Dynamical Variational Autoencoders: A Comprehensive Review

Reference 2

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Observation bdeab060-5d75-42cb-ac0e-cc948319ddf2 · outbound

This paper cites Learning joint latent space ebm prior model for multi-layer generator.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Learning joint latent space ebm prior model for multi-layer generator

Reference 3

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Observation e6548985-b5ef-44e6-82f1-e4133ef1c8a6 · outbound

This paper cites Medical image generation using generative adversarial networks: A review.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Medical image generation using generative adversarial networks: A review

Reference 4

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Observation e895f7fe-8b5a-4193-89f6-7e4efd686a55 · outbound

This paper cites Generative adversarial networks for hyperspectral image classification.IEEE Transactions on Geoscience and Remote Sensing, 56(9):5046–5063, 2018.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Generative adversarial networks for hyperspectral image classification.IEEE Transactions on Geoscience and Remote Sensing, 56(9):5046–5063, 2018

Reference 5

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Observation f629c586-e1a6-43b1-a8ea-cd8200175c3f · outbound

This paper cites Generative adversarial networks in medical image segmentation: A review.Computers in biology and medicine, 140:105063, 2022.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Generative adversarial networks in medical image segmentation: A review.Computers in biology and medicine, 140:105063, 2022

Reference 6

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Observation 2b2f34da-81e2-47b8-8201-5bc8d70e69bd · outbound

This paper cites It gan do better: Gan-based detection of objects on images with varying quality.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review It gan do better: Gan-based detection of objects on images with varying quality

Reference 7

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Observation aed1f7b4-2fb6-4dcb-a682-8831d42ff9d2 · outbound

This paper cites An analysis of evaluation metrics of gans.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review An analysis of evaluation metrics of gans

Reference 8

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Observation ba4f3319-fe60-4033-bbc3-69ad5c57d3d4 · outbound

This paper cites Diffusion models in vision: A survey.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion models in vision: A survey

Reference 9

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Observation b992411c-a413-472f-a704-16ff4db046f4 · outbound

This paper cites Diffusion models: A comprehensive survey of methods and applications.ACM Computing Surveys, 56(4):1–39, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion models: A comprehensive survey of methods and applications.ACM Computing Surveys, 56(4):1–39, 2023

Reference 10

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Observation 24c606d9-bdfd-4d5f-9c8b-a1f9e3c90bc3 · outbound

This paper cites Efficient Diffusion Models for Vision: A Survey.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Efficient Diffusion Models for Vision: A Survey

Reference 11

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Observation e2d43aca-a504-4284-8aab-f66472c93244 · outbound

This paper cites Diffusion Models for Medical Image Analysis: A Comprehensive Survey.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion Models for Medical Image Analysis: A Comprehensive Survey

Reference 12

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Observation 19fc4eb5-ed6e-47a6-b573-188c7fc5c2b7 · outbound

This paper cites Fleet, Mohammad Norouzi, and Tim Salimans.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Fleet, Mohammad Norouzi, and Tim Salimans

Reference 13

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Observation 8977c4b8-4c32-409b-88c7-2635e0a98fbf · outbound

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

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review High-resolution image synthesis with latent diffusion models

Reference 14

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Observation b34569f7-88df-4b73-836f-0592620fe3e1 · outbound

This paper cites Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 15

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Observation 377c1929-f2cf-4a5e-a851-55d60967265a · outbound

This paper cites Imagen Video: High Definition Video Generation with Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Imagen Video: High Definition Video Generation with Diffusion Models

Reference 16

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Observation 16e9ff94-e51f-46b3-bac7-6ad94dfbb583 · outbound

This paper cites Text-to-audio generation using instruction guided latent diffusion model.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Text-to-audio generation using instruction guided latent diffusion model

Reference 17

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Observation 11ee3810-5671-4e68-ae8c-c32578708c25 · outbound

This paper cites Liang, and Tatsunori B.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Liang, and Tatsunori B

Reference 18

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Observation 75438d6a-b0ef-48ea-8353-b60ff55ad32d · outbound

This paper cites Improved denoising diffusion probabilistic models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Improved denoising diffusion probabilistic models

Reference 19

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Observation 52ede057-f243-4ce6-bdb7-9c5082ddb1d2 · outbound

This paper cites Diffusion models as plug-and-play priors.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion models as plug-and-play priors

Reference 20

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Observation b3947a13-3998-484a-964c-6acd997fe9e2 · outbound

This paper cites Srdiff: Single image super-resolution with diffusion probabilistic models.Neurocomputing, 479:47–59, 2022.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Srdiff: Single image super-resolution with diffusion probabilistic models.Neurocomputing, 479:47–59, 2022

Reference 21

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Observation a2a1925d-552e-49fe-9ffd-00b35a08896c · outbound

This paper cites Conditional Image Generation with Score-Based Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Conditional Image Generation with Score-Based Diffusion Models

Reference 22

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Observation c019c7c4-ffa1-4b2f-8efa-72cdd1751486 · outbound

This paper cites SegDiff: Image Segmentation with Diffusion Probabilistic Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review SegDiff: Image Segmentation with Diffusion Probabilistic Models

Reference 23

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Observation 037607fb-6120-4d45-a36a-7939c16681da · outbound

This paper cites Label-Efficient Semantic Segmentation with Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Label-Efficient Semantic Segmentation with Diffusion Models

Reference 24

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Observation 76a0a345-2321-40c6-90c8-e631ca6bfcb6 · outbound

This paper cites BBDM: Image-to-image Translation with Brownian Bridge Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review BBDM: Image-to-image Translation with Brownian Bridge Diffusion Models

Reference 25

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Observation 00b92850-9fec-4d7c-a804-6acc99801369 · outbound

This paper cites Diffmic: Dual-guidance diffusion network for medical image classification.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffmic: Dual-guidance diffusion network for medical image classification

Reference 26

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Observation bff1170b-0fab-41f0-95f0-260dd8bd8950 · outbound

This paper cites Score-Based Generative Classifiers.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Score-Based Generative Classifiers

Reference 27

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Observation 44cf9df9-27c5-48e6-a57f-1b5e7e9a93b9 · outbound

This paper cites Brain imaging generation with latent diffusion models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Brain imaging generation with latent diffusion models

Reference 28

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Observation d75fd571-6a78-4115-b549-83d63f3deb46 · outbound

This paper cites Neural wavelet-domain diffusion for 3d shape generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Neural wavelet-domain diffusion for 3d shape generation

Reference 29

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Observation ec91bf42-8248-4d4c-b4e3-6128a07b6b76 · outbound

This paper cites Diffusion-GAN: Training GANs with Diffusion.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion-GAN: Training GANs with Diffusion

Reference 30

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Observation 77c42961-237b-4ca2-a988-6158060828cc · outbound

This paper cites Dermosegdiff: A boundary-aware segmentation diffusion model for skin lesion delineation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Dermosegdiff: A boundary-aware segmentation diffusion model for skin lesion delineation

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This paper cites Robust Classification via a Single Diffusion Model.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Robust Classification via a Single Diffusion Model

Reference 32

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Observation bf4b5c26-af90-45ab-8243-4149f5676d09 · outbound

This paper cites DifFSS: Diffusion Model for Few-Shot Semantic Segmentation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review DifFSS: Diffusion Model for Few-Shot Semantic Segmentation

Reference 33

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Observation 53baa3ac-dd2a-467e-bc90-5b4bd9c0e854 · outbound

This paper cites DiffusionInst: Diffusion Model for Instance Segmentation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review DiffusionInst: Diffusion Model for Instance Segmentation

Reference 34

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Observation d18ed332-f6e4-4f8b-ba4e-c9d8f07b8260 · outbound

This paper cites Repaint: Inpainting using denoising diffusion probabilistic models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Repaint: Inpainting using denoising diffusion probabilistic models

Reference 36

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Observation 6c3b1c02-ea5e-41f7-a12e-c74d81589fb6 · outbound

This paper cites ROIC-DM: Robust Text Inference and Classification via Diffusion Model.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review ROIC-DM: Robust Text Inference and Classification via Diffusion Model

Reference 37

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Observation e35ef315-d752-45ae-aa8c-3d72837a84c5 · outbound

This paper cites Exploring Multi-Timestep Multi-Stage Diffusion Features for Hyperspectral Image Classification.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Exploring Multi-Timestep Multi-Stage Diffusion Features for Hyperspectral Image Classification

Reference 38

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Observation f9e504aa-d1de-423e-965e-3dac14d9ed62 · outbound

This paper cites an unresolved cited work.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-15T22:56:46.423719Z digest=sha256:48e75820b72eb5e70b0d46fdb4217b84323a529e82b4cba282e3a43474cab57b

Observation 351ffb45-ce45-41d1-b6e3-8c3ecce31785 · outbound

This paper cites Diffusion-based Image Translation using Disentangled Style and Content Representation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion-based Image Translation using Disentangled Style and Content Representation

Reference 40

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source=pdf_text observed=2026-08-15T22:56:46.428104Z digest=sha256:7b0ada5c1dd210a04b9c16dd9d1b5a8577ea57a1a0e43450f997166c109bee39

Observation 838261f7-7f76-4bcc-9c8a-b3d107dc6efd · outbound

This paper cites UNIT-DDPM: UNpaired Image Translation with Denoising Diffusion Probabilistic Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review UNIT-DDPM: UNpaired Image Translation with Denoising Diffusion Probabilistic Models

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source=pdf_text observed=2026-08-15T22:56:46.432025Z digest=sha256:e9538d70666ad80bd539403055bd03f1fb3d3a23882a2597a523bfcc6d6660fd

Observation c8d5a87e-2bd2-48ef-8305-22928ca026cc · outbound

This paper cites Blended diffusion for text-driven editing of natural images.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Blended diffusion for text-driven editing of natural images

Reference 42

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source=pdf_text observed=2026-08-15T22:56:46.436514Z digest=sha256:c11d43b76613c671ddf86ac11fcaf4f0dd6d41f6dbaf1a32a7a11ead00410b48

Observation b05bc958-6808-4e28-9f10-811d0c042f1f · outbound

This paper cites Low-light image enhancement with wavelet- based diffusion models.ACM Transactions on Graphics (TOG), 42(6):1–14, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Low-light image enhancement with wavelet- based diffusion models.ACM Transactions on Graphics (TOG), 42(6):1–14, 2023

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source=pdf_text observed=2026-08-15T22:56:46.441600Z digest=sha256:6cf841de47aaa94f8fcc8159b9b57e5226d212d1a0527b836c6a56fb08167c65

Observation 0539f703-3094-4c43-9acf-41f4babb460e · outbound

This paper cites Upgpt: Universal diffusion model for person image generation, editing and pose transfer.International Conference on Computer Vision, pages 4173–4182, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Upgpt: Universal diffusion model for person image generation, editing and pose transfer.International Conference on Computer Vision, pages 4173–4182, 2023

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source=pdf_text observed=2026-08-15T22:56:46.446365Z digest=sha256:a5dbb0bf8f5616633e04dccc7ce109809335e8f2855d35393d560a9f1b9bbe17

Observation 78ad18e7-b87a-43ec-a4f7-76d7c0f3d37f · outbound

This paper cites Measurement-conditioned denoising diffusion probabilistic model for under-sampled medical image reconstruction.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Measurement-conditioned denoising diffusion probabilistic model for under-sampled medical image reconstruction

Reference 45

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source=pdf_text observed=2026-08-15T22:56:46.450580Z digest=sha256:63c368b85169093611e06a0afce3efa7b944f463f10b6186992547fd2fe22802

Observation 7d3794d9-fd9c-45cb-b747-0baec9f9b722 · outbound

This paper cites Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration

Reference 46

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source=pdf_text observed=2026-08-15T22:56:46.456323Z digest=sha256:af6cd7e6db06acea7f3f1a1a7f42c1a947dc6a1cfc55911dbee9db9b17ee5a64

Observation 211263a3-fb01-4a91-b02b-052d25932290 · outbound

This paper cites Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution

Reference 47

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source=pdf_text observed=2026-08-15T22:56:46.461331Z digest=sha256:f496b6179c3b580644faffd2ba0a6b4260c4d664b0cf093efa90c662d88319c9

Observation 2bd9d60a-6a52-40e2-a309-d6692713fbe8 · outbound

This paper cites Denton, Kamyar Ghasemipour, Raphael Gontijo Lopes, Burcu Karagol Ayan, and Tim Salimans.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Denton, Kamyar Ghasemipour, Raphael Gontijo Lopes, Burcu Karagol Ayan, and Tim Salimans

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source=pdf_text observed=2026-08-15T22:56:46.465728Z digest=sha256:7eee497fe59db533c82940faeaea5dda8f20833f0e426b8c55ea802270a1ce94

Observation c68820fe-9e53-4d58-ac72-a0b9439be87e · outbound

This paper cites Text-Guided Synthesis of Artistic Images with Retrieval-Augmented Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Text-Guided Synthesis of Artistic Images with Retrieval-Augmented Diffusion Models

Reference 49

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source=pdf_text observed=2026-08-15T22:56:46.470109Z digest=sha256:fc5cbce952315829cdbc202d53f5707cf820ec5fa7185e30b4166212ba0474f3

Observation a88ad126-336e-4408-806b-d3c58e4483f7 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 50

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source=pdf_text observed=2026-08-15T22:56:46.474921Z digest=sha256:952506fa8393adfc687e69eeccf6d3325ba0ef4a928e332b6ed2b8e08e1818b6

Observation 41b57e34-4143-43e6-bc90-9b8d4c791e94 · outbound

This paper cites Diffusion-based generation of histopathological whole slide images at a gigapixel scale.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion-based generation of histopathological whole slide images at a gigapixel scale

Reference 51

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source=pdf_text observed=2026-08-15T22:56:46.480552Z digest=sha256:222b851b5176fd6c32b89c3dc784d0722595dc494ea319bf7017837a000679aa

Observation 7b107898-64f5-4445-83a9-af78fb0a2a95 · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 52

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source=pdf_text observed=2026-08-15T22:56:46.485150Z digest=sha256:c03525fa8c1f5760c0ae4af2e77cae790ffbf08e12c1edd32770dbee2dc4ee94

Observation 319b255e-1057-4eb1-9abd-30c36b6fc572 · outbound

This paper cites Blended latent diffusion.ACM Transactions on Graphics (TOG), 42(4):1–11, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Blended latent diffusion.ACM Transactions on Graphics (TOG), 42(4):1–11, 2023

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source=pdf_text observed=2026-08-15T22:56:46.490145Z digest=sha256:63b0bfcb3b1f9a51fe70d1247b371838b319c1171e9b6a1d88886e8c5684a3c7

Observation 34026d41-f506-4826-9a15-70e2c43f0618 · outbound

This paper cites Generation of anonymous chest radiographs using latent diffusion models for training thoracic abnormality classification systems.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Generation of anonymous chest radiographs using latent diffusion models for training thoracic abnormality classification systems

Reference 54

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source=pdf_text observed=2026-08-15T22:56:46.494542Z digest=sha256:7a8b817221744e61147eca6f3f380bf2a804e1f91781515e9df32543a5f66ca6

Observation af64871a-299f-49c8-9f84-f5a783096e51 · outbound

This paper cites Similarity-aware Syncretic Latent Diffusion Model for Medical Image Translation with Representation Learning.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Similarity-aware Syncretic Latent Diffusion Model for Medical Image Translation with Representation Learning

Reference 55

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local_arxiv, observed 2026-08-15T22:56:48.105740Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T22:56:46.499462Z digest=sha256:38428a715fd70f09fc80f1b0225d84b644ed2245e883417535009ccb31263451

Observation d6607c15-361c-40d5-a8ff-4f43fcf3ffb1 · outbound

This paper cites Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2

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source=pdf_text observed=2026-08-15T22:56:46.504662Z digest=sha256:ffbc37e44afaea2f8f5ade02983f81b5117308da142d07975ac184ce25b9710b

Observation 6468d673-1871-44ba-8930-eab474cb3ea0 · outbound

This paper cites Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021

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source=pdf_text observed=2026-08-15T22:56:46.509512Z digest=sha256:da0cd7729f04a242cb2980f2fdb8882beb9d8a4947f7fc35cdd96282338e19e1

Observation 4f17ec33-1d8e-47e5-bdac-45688d66b527 · outbound

This paper cites Wavelet diffusion models are fast and scalable image generators.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavelet diffusion models are fast and scalable image generators

Reference 58

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source=pdf_text observed=2026-08-15T22:56:46.513782Z digest=sha256:8da917834c281d7fc0277a108cb1f3a41b153f529545c6386b23efe01e20d659

Observation 2db7b12f-1911-483f-b320-bb7eff6e1696 · outbound

This paper cites Wavegan: Frequency-aware gan for high-fidelity few-shot image generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavegan: Frequency-aware gan for high-fidelity few-shot image generation

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source=pdf_text observed=2026-08-15T22:56:46.518688Z digest=sha256:1a923c41e198748323dfd6b98338bef501ad0f85a8f0924bf80198ea14e41000

Observation 25814bf5-a0b0-4dea-930e-95bd62ef5e82 · outbound

This paper cites Stage-by-stage wavelet optimization refinement diffusion model for sparse-view ct reconstruction.IEEE Transactions on Medical Imaging, 2024.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Stage-by-stage wavelet optimization refinement diffusion model for sparse-view ct reconstruction.IEEE Transactions on Medical Imaging, 2024

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source=pdf_text observed=2026-08-15T22:56:46.526928Z digest=sha256:b5ccb2ade616c1c6e4bc5e1ece21ceba3da9ec9b71af142a59ca4bf1a60014d4

Observation 3d9ad257-c320-4b43-b0a7-9b430c29c927 · outbound

This paper cites Edgewavenet: edge aware residual wavelet gan for oct image denoising.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Edgewavenet: edge aware residual wavelet gan for oct image denoising

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source=pdf_text observed=2026-08-15T22:56:46.532009Z digest=sha256:3c5c5d1d824d552f256abec8d7b38265dbf949f7d73cab3dada344853fb39f7b

Observation d3b32751-bd30-4d9f-8f86-9eecd275f4fd · outbound

This paper cites Diffusion Model-Based Image Editing: A Survey.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion Model-Based Image Editing: A Survey

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source=pdf_text observed=2026-08-15T22:56:46.536601Z digest=sha256:0cacbd5c297ca3079a8cbbe2303ee2c792abe0c90ebadc29f828afe1caf1e763

Observation 2f89e38c-b519-4ee3-8117-f3ea43b88a0f · outbound

This paper cites A survey on generative diffusion models.IEEE Transactions on Knowledge and Data Engineering, 2024.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review A survey on generative diffusion models.IEEE Transactions on Knowledge and Data Engineering, 2024

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source=pdf_text observed=2026-08-15T22:56:46.540926Z digest=sha256:07d69d88e9d066ad61bad30ce8bf8bfe4b6ff1607bae3dd7760e56a058aabb40

Observation ac5b8497-59e2-4692-8351-f09d78a7b31b · outbound

This paper cites Tackling the Generative Learning Trilemma with Denoising Diffusion GANs.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Tackling the Generative Learning Trilemma with Denoising Diffusion GANs

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source=pdf_text observed=2026-08-15T22:56:46.545500Z digest=sha256:0b823aa24d0fde929993000eac32273d57ecd27a60e220d49216ed69f5081f5d

Observation 79c4c01e-62ec-4423-b850-b406fb544d0c · outbound

This paper cites Learning structured output representation using deep conditional generative models.Advances in neural information processing systems, 28, 2015.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Learning structured output representation using deep conditional generative models.Advances in neural information processing systems, 28, 2015

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source=pdf_text observed=2026-08-15T22:56:46.549626Z digest=sha256:ff653a74e6058e30a26d94c9a819d8fbe400e9b864035847e05a4905d1b9c906

Observation b05ac287-5206-421b-8a47-85b5d455be77 · outbound

This paper cites High-resolution image reconstruction with latent diffusion models from human brain activity.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review High-resolution image reconstruction with latent diffusion models from human brain activity

Reference 67

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source=pdf_text observed=2026-08-15T22:56:46.553748Z digest=sha256:f546b71c53c1733211c9cf0593dadee1f7bbfa5509d70c957e8dbbe5b1eb09ff

Observation 8061cf32-1c45-4c29-9683-aa4dfaaa66b1 · outbound

This paper cites an unresolved cited work.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-15T22:56:46.557819Z digest=sha256:2b61a91c5ea9ff6e9365537d013a26b2cfff3a81eaf6c411ac1a10aca7976676

Observation 00e3f665-094d-4df5-b399-7ca0cd11e088 · outbound

This paper cites A robust 3-d medical watermarking based on wavelet transform for data protection.Computer Systems Science & Engineering, 41(3), 2022.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review A robust 3-d medical watermarking based on wavelet transform for data protection.Computer Systems Science & Engineering, 41(3), 2022

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source=pdf_text observed=2026-08-15T22:56:46.561765Z digest=sha256:d627ce1850125210bc8e5bd98c650bcb54a73cabdcefcc217da9a31104cb038f

Observation 4cbeaf19-d7c0-41cf-b714-746c699f4b4a · outbound

This paper cites Wavelet score-based generative modeling.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavelet score-based generative modeling

Reference 70

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source=pdf_text observed=2026-08-15T22:56:46.566133Z digest=sha256:56d715cb256106aa6f5d9b2152a95070b1b6333ad5aafd79a4d927e4c39117f4

Observation 7db6fb30-d744-4865-91ed-4f993e82a5d1 · outbound

This paper cites WaveDM: Wavelet-Based Diffusion Models for Image Restoration.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review WaveDM: Wavelet-Based Diffusion Models for Image Restoration

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source=pdf_text observed=2026-08-15T22:56:46.572094Z digest=sha256:d2e71755023aa7d90c8586e25054fef5b6c9d18f731911238114618bea03cdfa

Observation 15c09c0e-5460-4a4b-b6d8-a2b93d84b337 · outbound

This paper cites Cifar-10 (canadian institute for advanced research).URL http://www.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Cifar-10 (canadian institute for advanced research).URL http://www

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source=pdf_text observed=2026-08-15T22:56:46.577133Z digest=sha256:10c2959bf6e3bbcc2fa028ad02f5916dd14e6f6ec2f4b91b8227cbc8291fc7d2

Observation 6fa0b0a3-cf30-4317-973b-53186617bc34 · outbound

This paper cites Deep learning face attributes in the wild.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Deep learning face attributes in the wild

Reference 73

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source=pdf_text observed=2026-08-15T22:56:46.581105Z digest=sha256:8b16eff45e29f891bc25e0ce63d86dcaa1528ff99355a690594cc60859507d98

Observation 2460eab8-4aed-4198-982d-d235f9c1fa02 · outbound

This paper cites LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

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source=pdf_text observed=2026-08-15T22:56:46.585108Z digest=sha256:8a1b147da0821b3583d558fc5fa9d962e2902aca7b3196537ac4e26273bd6bf1

Observation 70e967c6-ef50-41f1-8477-885223612e3f · outbound

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

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review A style-based generator architecture for generative adversarial networks

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source=pdf_text observed=2026-08-15T22:56:46.589009Z digest=sha256:9fbdf528ecd92552b8b3b0d96f7aa74b4e5d96f726eb1c564b75261a31a2adf5

Observation 998569a0-0496-41e2-a00a-998576433562 · outbound

This paper cites Cola-diff: Conditional latent diffusion model for multi- modal mri synthesis.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Cola-diff: Conditional latent diffusion model for multi- modal mri synthesis

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source=pdf_text observed=2026-08-15T22:56:46.593612Z digest=sha256:4e0fd1b1a9e4a9baf80bdeeb3f89a8e7443389e30a4d43ee93bf8e44600e7de8

Observation d081f0dd-5bbd-47c2-9fc9-2106accdca20 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Photorealistic text-to-image diffusion models with deep language understanding

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source=pdf_text observed=2026-08-15T22:56:46.599086Z digest=sha256:dd9daedebfef19868c7787033e76cd3bb106b10bca1545a921b1b71671fc7d91

Observation 66fceafc-9af6-4940-b29e-40f52005b3fa · outbound

This paper cites Wavefill: A wavelet-based generation network for image inpainting.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavefill: A wavelet-based generation network for image inpainting

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source=pdf_text observed=2026-08-15T22:56:46.602701Z digest=sha256:6c5ae78bc828b50b353bc407b0f7c402b64b538e366229ba5158819026e61410

Observation 906d0582-7440-4343-a797-d1d56978b9f1 · outbound

This paper cites DFormer: Diffusion-guided Transformer for Universal Image Segmentation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review DFormer: Diffusion-guided Transformer for Universal Image Segmentation

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source=pdf_text observed=2026-08-15T22:56:46.606723Z digest=sha256:71bd585cc0a98ebf56491455b87f2381e54730076718514b66d200b7ab815aa8

Observation c6ccfd39-8fc4-46fe-ae9f-ffa19d446a18 · outbound

This paper cites Latentpaint: Image inpainting in latent space with diffusion models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Latentpaint: Image inpainting in latent space with diffusion models

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source=pdf_text observed=2026-08-15T22:56:46.610964Z digest=sha256:4bac524e2510a00223be67915f91c27f4d38928b79184f41b14cd5d26351a44a

Observation b6975906-9d45-463f-87e5-f181bd6816b5 · outbound

This paper cites Sadm: Sequence-aware diffusion model for longitudinal medical image generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Sadm: Sequence-aware diffusion model for longitudinal medical image generation

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source=pdf_text observed=2026-08-15T22:56:46.619725Z digest=sha256:03fe3995e61c14b9bfcdec8a774422ca02e251a2fec597a3f2ee824fc3aaac8d

Observation 74158d8f-d56e-4feb-8a3e-66ed63a17faf · outbound

This paper cites Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image Generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image Generation

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source=pdf_text observed=2026-08-15T22:56:46.624552Z digest=sha256:6cabb47fb0345b4a63ab62577c73f20d925f4948040a3214a4bfd82594c67511

Observation d51d6907-3928-41d7-9149-f30ce7c45cc7 · outbound

This paper cites Wavelet-inspired multi-channel score-based model for limited-angle ct reconstruction.IEEE Transactions on Medical Imaging, 2024.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Wavelet-inspired multi-channel score-based model for limited-angle ct reconstruction.IEEE Transactions on Medical Imaging, 2024

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source=pdf_text observed=2026-08-15T22:56:46.629755Z digest=sha256:8a7e3050415f745787d2cdb0196e75114a03a79a2e6288d0eddd7d45f9a59255

Observation fc515540-a73b-4201-b838-847677713a34 · outbound

This paper cites Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generation

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source=pdf_text observed=2026-08-15T22:56:46.633995Z digest=sha256:5f330e343c8a37d95393309332309de222eb8d995d4e93509c2ccbcd7cf59886

Observation e66773aa-319a-42d7-9ad5-407c0d394de0 · outbound

This paper cites Zero-shot Medical Image Translation via Frequency-Guided Diffusion Models.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Zero-shot Medical Image Translation via Frequency-Guided Diffusion Models

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verified exact
local_arxiv, observed 2026-08-15T22:56:47.944908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T22:56:46.639012Z digest=sha256:bca9c5b983dff587b4a9dcbe5b97987235df2fd7b72600745b36027acb2bd261

Observation 49e47e26-e68f-42ae-af41-9652eb19e53a · outbound

This paper cites Fsdiffreg: Feature-wise and score-wise diffusion-guided unsupervised deformable image registration for cardiac images.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Fsdiffreg: Feature-wise and score-wise diffusion-guided unsupervised deformable image registration for cardiac images

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source=pdf_text observed=2026-08-15T22:56:46.643944Z digest=sha256:6b98a756382e494a9ca0620245a79ae42356784ab6db74876f7d178432e13fb7

Observation 176a7857-6317-44e8-b1b7-9a1bd8843d10 · outbound

This paper cites Diffusemorph: unsupervised deformable image registration using diffusion model.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusemorph: unsupervised deformable image registration using diffusion model

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source=pdf_text observed=2026-08-15T22:56:46.649809Z digest=sha256:2b101727b0d86634238b6f79b23bea9682758b0c696393b3cab9866b104aacff

Observation eb24b845-4dea-490f-b096-6068dc9785d7 · outbound

This paper cites Diffusing coupling high-frequency-purifying structure feature extraction for brain multimodal registration.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusing coupling high-frequency-purifying structure feature extraction for brain multimodal registration

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source=pdf_text observed=2026-08-15T22:56:46.656001Z digest=sha256:ecd2d0ac7750b67c167f23433e79de1e38f9601300ea2b17f320f8d1269d5f94

Observation 2866007a-2065-495b-97d1-ade13bab8c7a · outbound

This paper cites DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets

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source=pdf_text observed=2026-08-15T22:56:46.660572Z digest=sha256:77ebe711045a10458bbe31a727cf8bd6309c2b2f65e0a20ee0ae1872f1122b74

Observation 44d99879-f78e-4064-8092-4a4ad376b26e · outbound

This paper cites Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles

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source=pdf_text observed=2026-08-15T22:56:46.666306Z digest=sha256:db0456fff95fc290cfa4e50777db2dcb38ade2ee3d807135c474b43788a24981

Observation 1df57528-0a21-47f9-8bfd-a68cf29bce16 · outbound

This paper cites Mr image denoising and super-resolution using regularized reverse diffusion.IEEE Transactions on Medical Imaging, 42(4):922–934, 2022.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Mr image denoising and super-resolution using regularized reverse diffusion.IEEE Transactions on Medical Imaging, 42(4):922–934, 2022

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source=pdf_text observed=2026-08-15T22:56:46.670174Z digest=sha256:2afb63e0eba1cf285a8d0e62ace4fe1f5525a0c4f6e7ec1200c5465f22842c03

Observation 8610184c-b60b-4cd1-ac30-51604a78c38b · outbound

This paper cites PFCM: Poisson flow consistency models for low-dose CT image denoising.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review PFCM: Poisson flow consistency models for low-dose CT image denoising

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verified exact
local_arxiv, observed 2026-08-15T22:56:47.890061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T22:56:46.674402Z digest=sha256:e53c610fc19e09caa05557f4ec2afcebcf7500bf231019aa34b0d92924d74016

Observation 8344094c-fc6a-4804-ba03-c212e5bafe4d · outbound

This paper cites Advanced covid-19 ct image segmentation using a hybrid undecimated wavelet transform, fuzzy clustering, and anisotropic diffusion approach.Traitement du Signal, 40(3), 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Advanced covid-19 ct image segmentation using a hybrid undecimated wavelet transform, fuzzy clustering, and anisotropic diffusion approach.Traitement du Signal, 40(3), 2023

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source=pdf_text observed=2026-08-15T22:56:46.678829Z digest=sha256:d4f99827da5506eab8ef6453ac1cdb074280c75264b04f88f46f0f9563d36556

Observation 6095bf80-ff31-4353-9cc7-35e67a667b89 · outbound

This paper cites Llcaps: Learning to illuminate low-light capsule endoscopy with curved wavelet attention and reverse diffusion.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Llcaps: Learning to illuminate low-light capsule endoscopy with curved wavelet attention and reverse diffusion

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source=pdf_text observed=2026-08-15T22:56:46.683028Z digest=sha256:5753935b6c15bafce701a2e91fa98cf1a32ef74469cb158b6ba9303a2c7e8aa6

Observation 218b140f-9c12-45f7-ab81-5937ff862582 · outbound

This paper cites HumanSD: A Native Skeleton-Guided Diffusion Model for Human Image Generation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review HumanSD: A Native Skeleton-Guided Diffusion Model for Human Image Generation

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source=pdf_text observed=2026-08-15T22:56:46.687666Z digest=sha256:6ee3349b1aea7bc84f81f2b10b5b70c95b17860720651aca2758b3ad3b8af1b2

Observation a64c92ce-5a09-445a-9137-6a3940b66736 · outbound

This paper cites Gh-ddm: the generalized hybrid denoising diffusion model for medical image generation.Multimedia Systems, pages 1–11, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Gh-ddm: the generalized hybrid denoising diffusion model for medical image generation.Multimedia Systems, pages 1–11, 2023

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source=pdf_text observed=2026-08-15T22:56:46.693036Z digest=sha256:58232696be584fa8c2a3d53fa5c88dadefbdc152be69f954a0ed3b43adede89e

Observation e9c431e9-ddcc-4c19-afac-e98eb182b7a1 · outbound

This paper cites Cheng, Yu-Jie Chen, Wei-Chen Chiu, Hung-Yu Tseng, and Hsin-Ying Lee.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Cheng, Yu-Jie Chen, Wei-Chen Chiu, Hung-Yu Tseng, and Hsin-Ying Lee

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source=pdf_text observed=2026-08-15T22:56:46.697365Z digest=sha256:179f118df7685e06340f4f2bf24de676aae18f64aeefcb000b14e54f4d1955a8

Observation 68490d8b-f8c3-42f3-aa3e-27b40b816980 · outbound

This paper cites Multidiffusion: Fusing diffusion paths for controlled image generation.International Conference on Machine Learning, Honolulu, 2023.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Multidiffusion: Fusing diffusion paths for controlled image generation.International Conference on Machine Learning, Honolulu, 2023

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source=pdf_text observed=2026-08-15T22:56:46.701336Z digest=sha256:c93fae57183e85a58c8be6da90295100d909c9e1f745267c3cd1c64ff29d9bc7

Observation 3462b72a-b500-4fd9-975d-0e00efa1a01b · outbound

This paper cites Multi-level wavelet convolutional neural networks.IEEE Access, 7:74973–74985, 2019.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Multi-level wavelet convolutional neural networks.IEEE Access, 7:74973–74985, 2019

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source=pdf_text observed=2026-08-15T22:56:46.705210Z digest=sha256:1e330eb7c40a5092af6bcf8dd6587528df941910c246dc6b6d2b3bebaa424a20

Observation 3f4c2da8-875e-4d84-b7d2-306f5a356c39 · outbound

This paper cites Diffusion self-guidance for controllable image generation.Advances in Neural Information Processing Systems, 36, 2024.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Diffusion self-guidance for controllable image generation.Advances in Neural Information Processing Systems, 36, 2024

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source=pdf_text observed=2026-08-15T22:56:46.709111Z digest=sha256:6ef8692de5243069e2e7743ab93fc160fa91315735bbd6db1da349bb382ade83

Observation bb22d2f2-2a20-4bf4-a7de-8293617b3dba · outbound

This paper cites Plug-and-play diffusion features for text-driven image- to-image translation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Plug-and-play diffusion features for text-driven image- to-image translation

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source=pdf_text observed=2026-08-15T22:56:46.713125Z digest=sha256:c30055e0afb556cd160e5166a87bd2ab81695684c83bd5e4b8093fc15a0f9d5d

Observation 48d00bd5-705d-4827-9811-2785c2e3af23 · outbound

This paper cites Dual Diffusion Implicit Bridges for Image-to-Image Translation.

Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Dual Diffusion Implicit Bridges for Image-to-Image Translation

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source=pdf_text observed=2026-08-15T22:56:46.717569Z digest=sha256:421a88e52af5569f148d43a4a32797f0cbdea55774b64241d24616ce40230b1b

Pith citing papers

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