Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios | Paper Citation Record

Observation 67d119f7-fc08-497c-ae57-e35cc71f9339 · outbound

This paper cites Ensemble of cnn for multi-focus image fusion.Information Fusion, 51:201–214.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Ensemble of cnn for multi-focus image fusion.Information Fusion, 51:201–214

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.789521Z

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Observation bb08cec4-6251-4a5f-841e-f8d94d05bab4 · outbound

This paper cites A novel state space model with local enhancement and state sharing for image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios A novel state space model with local enhancement and state sharing for image fusion

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.785965Z

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Observation 1a066a9b-da8d-40c4-8abe-6fd854d14e50 · outbound

This paper cites Invertible diffusion models for compressed sensing.IEEE Transactions on Pat- tern Analysis and Machine Intelligence.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Invertible diffusion models for compressed sensing.IEEE Transactions on Pat- tern Analysis and Machine Intelligence

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.817239Z

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Observation 74229942-0769-410d-b02e-09b1c3211509 · outbound

This paper cites Mdb- fusion: a visible and infrared image fusion framework ca- pable for motion deblurring.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Mdb- fusion: a visible and infrared image fusion framework ca- pable for motion deblurring

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.848293Z

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Observation d81ffd00-8eb3-4d62-9786-f40e6d58ef99 · outbound

This paper cites Diffusion models in vision: A survey.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Diffusion models in vision: A survey

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.782420Z

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Observation 50554bf4-006b-49a3-bf56-98fd6628467f · outbound

This paper cites Generative dif- fusion prior for unified image restoration and enhancement.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Generative dif- fusion prior for unified image restoration and enhancement

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.943106Z

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Observation 1bfcee9e-0b46-4a3e-8747-ee82a5630b8a · outbound

This paper cites Diffusion models in low-level vision: A survey.IEEE Transactions on Pattern Analysis and Machine Intelligence.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Diffusion models in low-level vision: A survey.IEEE Transactions on Pattern Analysis and Machine Intelligence

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.969726Z

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Observation 226fc547-2cbe-4237-8fd7-42cde7b3c771 · outbound

This paper cites Denoising diffu- sion probabilistic models.Advances in Neural Information Processing Systems, 33:6840–6851.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Denoising diffu- sion probabilistic models.Advances in Neural Information Processing Systems, 33:6840–6851

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.875673Z

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Observation 44640b0e-6476-4a76-83cb-563e99a3a9a4 · outbound

This paper cites Dednet: Infrared and visible image fusion with noise removal by decomposition-driven network.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Dednet: Infrared and visible image fusion with noise removal by decomposition-driven network

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.898809Z

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Observation 6519fb5c-ba7e-4017-8e13-7254a4ddb07b · outbound

This paper cites An infrared and visible image fusion method based on multi-scale transfor- mation and norm optimization.Information Fusion, 71:109– 129.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios An infrared and visible image fusion method based on multi-scale transfor- mation and norm optimization.Information Fusion, 71:109– 129

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.888901Z

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Observation 0211ec2e-1606-4fbd-8f6f-c097e5edd716 · outbound

This paper cites Joint medical image fusion, denoising and enhancement via discriminative low-rank sparse dictionaries learning.Pattern Recognition, 79:130–146.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Joint medical image fusion, denoising and enhancement via discriminative low-rank sparse dictionaries learning.Pattern Recognition, 79:130–146

Reference 11

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Observation 625edbab-b6bd-48e0-9038-388db52a11b0 · outbound

This paper cites an unresolved cited work.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-17T10:14:26.963178Z

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Observation 45870157-205f-4ade-9416-924ff5f0f42c · outbound

This paper cites an unresolved cited work.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-17T10:14:26.966356Z

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Observation 0ce39dc7-ba63-4e2e-92ae-ac5459a6af18 · outbound

This paper cites Infrared and visible image fusion via sparse representation and guided filtering in laplacian pyramid domain.Remote Sensing, 16 (20):3804.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Infrared and visible image fusion via sparse representation and guided filtering in laplacian pyramid domain.Remote Sensing, 16 (20):3804

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.973259Z

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Observation 4cc0bae0-0619-4e83-84fb-343ea1df02e8 · outbound

This paper cites Fusiondiff: Multi-focus image fusion using de- noising diffusion probabilistic models.Expert Systems with Applications, 238:121664.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Fusiondiff: Multi-focus image fusion using de- noising diffusion probabilistic models.Expert Systems with Applications, 238:121664

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.983363Z

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Observation 08425bd9-e69d-46a0-b2e9-500506cd69cb · outbound

This paper cites Joint image fu- sion and denoising via three-layer decomposition and sparse representation.Knowledge-Based Systems, 224:107087.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Joint image fu- sion and denoising via three-layer decomposition and sparse representation.Knowledge-Based Systems, 224:107087

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.960180Z

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Observation 5fe5836b-bef7-451c-b08e-df44d1238202 · outbound

This paper cites Contourlet residual for prompt learning enhanced infrared image super-resolution.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Contourlet residual for prompt learning enhanced infrared image super-resolution

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.946497Z

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Observation 85486ded-2817-48b9-b204-0595f8d28878 · outbound

This paper cites Difiisr: A diffu- sion model with gradient guidance for infrared image super- resolution.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Difiisr: A diffu- sion model with gradient guidance for infrared image super- resolution

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.953228Z

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Observation 9f192a64-6469-42e6-814c-ea8165eeba93 · outbound

This paper cites Target-aware dual adversarial learning and a multi-scenario multi-modality benchmark to fuse infrared and visible for object detection.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Target-aware dual adversarial learning and a multi-scenario multi-modality benchmark to fuse infrared and visible for object detection

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.986987Z

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Observation af521159-efe1-4f7b-aac8-53c8bc7a0368 · outbound

This paper cites A lightweight pixel-level unified image fusion net- work.IEEE Transactions on Neural Networks and Learning Systems.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios A lightweight pixel-level unified image fusion net- work.IEEE Transactions on Neural Networks and Learning Systems

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.936243Z

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Observation 95bd9f1f-714b-4686-8496-2f9a1d89a37f · outbound

This paper cites Coconet: Coupled con- trastive learning network with multi-level feature ensemble for multi-modality image fusion.International Journal of Computer Vision, 132(5):1748–1775.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Coconet: Coupled con- trastive learning network with multi-level feature ensemble for multi-modality image fusion.International Journal of Computer Vision, 132(5):1748–1775

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.939969Z

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Observation ec5f70a1-41ff-4176-a6b6-8c2c3c5c7c94 · outbound

This paper cites A task-guided, implicitly-searched and meta-initialized deep model for image fusion.IEEE Transactions on Pat- tern Analysis and Machine Intelligence, 46(10):6594–6609.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios A task-guided, implicitly-searched and meta-initialized deep model for image fusion.IEEE Transactions on Pat- tern Analysis and Machine Intelligence, 46(10):6594–6609

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.793015Z

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Observation 37a0a9ac-427a-4569-851d-b02e3e17e86e · outbound

This paper cites Simultaneous image fusion and denoising with adaptive sparse representation.IET Image Processing, 9(5):347–357.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Simultaneous image fusion and denoising with adaptive sparse representation.IET Image Processing, 9(5):347–357

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.796472Z

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Observation 0f89e68a-ac00-4d52-b264-d0408ceb3f0e · outbound

This paper cites A general frame- work for image fusion based on multi-scale transform and sparse representation.Information Fusion, 24:147–164.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios A general frame- work for image fusion based on multi-scale transform and sparse representation.Information Fusion, 24:147–164

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.834091Z

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Observation ea46f38b-3aa1-479d-8a39-eea90bf2422a · outbound

This paper cites Image fusion with convolutional sparse representation.IEEE Signal Processing Letters, 23(12):1882–1886.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Image fusion with convolutional sparse representation.IEEE Signal Processing Letters, 23(12):1882–1886

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.837413Z

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Observation dc47a31e-67d1-441c-9996-2affb2889c98 · outbound

This paper cites Multi-focus image fusion with a deep convolutional neural network.In- formation Fusion, 36:191–207.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Multi-focus image fusion with a deep convolutional neural network.In- formation Fusion, 36:191–207

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.851723Z

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Observation a1f418fb-2678-4678-b293-cff9e90bee4b · outbound

This paper cites Glioma segmentation-oriented multi-modal mr image fusion with adversarial learning.IEEE/CAA Journal of Automatica Sinica, 9(8):1528–1531.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Glioma segmentation-oriented multi-modal mr image fusion with adversarial learning.IEEE/CAA Journal of Automatica Sinica, 9(8):1528–1531

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.799913Z

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Observation cc41d182-a15d-4923-b29a-e1e0827baa0a · outbound

This paper cites Mm-net: A mixformer-based multi-scale network for anatomical and functional image fusion.IEEE Transactions on Image Processing, 33:2197–2212.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Mm-net: A mixformer-based multi-scale network for anatomical and functional image fusion.IEEE Transactions on Image Processing, 33:2197–2212

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.827377Z

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Observation 5c0eebab-a469-4981-8179-246a8aeeda47 · outbound

This paper cites Ddcgan: A dual-discriminator conditional gen- erative adversarial network for multi-resolution image fu- sion.IEEE Transactions on Image Processing, 29:4980– 4995.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Ddcgan: A dual-discriminator conditional gen- erative adversarial network for multi-resolution image fu- sion.IEEE Transactions on Image Processing, 29:4980– 4995

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.807169Z

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Observation 3cf9323d-a190-416f-bb77-2dc5d8d8d5eb · outbound

This paper cites Dif-gan: A generative adversarial network with multi-scale attention and diffusion models for infrared-visible image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Dif-gan: A generative adversarial network with multi-scale attention and diffusion models for infrared-visible image fusion

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.830806Z

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Observation 1aeb855a-64af-4c8d-9c12-07c5597a5dfd · outbound

This paper cites Vdmufusion: A versatile diffusion model-based unsuper- vised framework for image fusion.IEEE Transactions on Image Processing.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Vdmufusion: A versatile diffusion model-based unsuper- vised framework for image fusion.IEEE Transactions on Image Processing

Reference 31

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Observation 6185b51d-8170-45a3-9491-d008725e759a · outbound

This paper cites an unresolved cited work.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-17T10:14:26.915333Z

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Observation 4bc1f641-b783-4dc4-bdf7-d4d028a29319 · outbound

This paper cites Drmf: Degradation-robust multi- modal image fusion via composable diffusion prior.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Drmf: Degradation-robust multi- modal image fusion via composable diffusion prior

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.814076Z

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Observation f77e9e0a-0c1e-47cd-a498-3396031bebd1 · outbound

This paper cites Mask-difuser: A masked diffusion model for unified unsupervised image fu- sion.IEEE Transactions on Pattern Analysis and Machine Intelligence.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Mask-difuser: A masked diffusion model for unified unsupervised image fu- sion.IEEE Transactions on Pattern Analysis and Machine Intelligence

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.810638Z

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Observation 3cf5142c-dc18-41f4-b193-ebbdd2841132 · outbound

This paper cites Lidia: Lightweight learned image denoising with instance adaptation.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Lidia: Lightweight learned image denoising with instance adaptation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.820695Z

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Observation 1ee35280-aa83-41b2-83f2-136c4d420e66 · outbound

This paper cites Rap-sr: restoration prior enhance- ment in diffusion models for realistic image super-resolution.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Rap-sr: restoration prior enhance- ment in diffusion models for realistic image super-resolution

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.855454Z

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Observation b193afc3-0579-4f7c-9ce7-e3f4f90ee6b9 · outbound

This paper cites Uud-fusion: An unsupervised universal image fusion approach via generative diffusion model.Com- puter Vision and Image Understanding, 249:104218.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Uud-fusion: An unsupervised universal image fusion approach via generative diffusion model.Com- puter Vision and Image Understanding, 249:104218

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.859164Z

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Observation bf969740-97a6-437f-b1ba-e685bcab9f96 · outbound

This paper cites Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:41:52.927157Z

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Observation 95727ccb-fa34-4173-9bc6-5526329f6d2a · outbound

This paper cites Sinsr: diffusion-based image super- resolution in a single step.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Sinsr: diffusion-based image super- resolution in a single step

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.922750Z

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Observation 6c5f2f45-e36a-4726-a499-74f37c507468 · outbound

This paper cites Unfusion: A unified multi-scale densely connected network for infrared and visible image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Unfusion: A unified multi-scale densely connected network for infrared and visible image fusion

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.929144Z

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Observation 20f9b384-3417-45eb-8ed9-770293c6dd67 · outbound

This paper cites Dr2: Diffusion-based robust degradation remover for blind face restoration.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Dr2: Diffusion-based robust degradation remover for blind face restoration

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.918687Z

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Observation b0994083-2645-453a-a4a9-13dfd3123ca2 · outbound

This paper cites Efficient rectified flow for image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Efficient rectified flow for image fusion

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:41:53.090373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 81025598-ee0f-4172-8882-e688beb8b1f4 · outbound

This paper cites Diffir: Efficient diffusion model for image restoration.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Diffir: Efficient diffusion model for image restoration

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.925879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 190e6ca3-f2b8-41d5-acb1-0561ad2b263d · outbound

This paper cites Fusionmamba: Dynamic feature enhancement for mul- timodal image fusion with mamba.Visual Intelligence, 2(1): 37.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Fusionmamba: Dynamic feature enhancement for mul- timodal image fusion with mamba.Visual Intelligence, 2(1): 37

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.932874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 310a7bd7-3b98-44bd-95ff-b5a66199dd8a · outbound

This paper cites Emfusion: An unsupervised enhanced medical image fusion network.Information Fusion, 76:177– 186.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Emfusion: An unsupervised enhanced medical image fusion network.Information Fusion, 76:177– 186

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.990555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 18e89386-52a2-4f77-9436-4ae9e959c7a7 · outbound

This paper cites U2fusion: A unified unsupervised image fusion net- work.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(1):502–518.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios U2fusion: A unified unsupervised image fusion net- work.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(1):502–518

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.872534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6b969150-ffa4-4ec7-a2fd-8c915b0442e6 · outbound

This paper cites Murf: Mutually re- inforcing multi-modal image registration and fusion.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10):12148–12166.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Murf: Mutually re- inforcing multi-modal image registration and fusion.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10):12148–12166

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.892329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 63c73ede-9587-4c3e-b182-155cb3fafd3f · outbound

This paper cites Simultaneous tri-modal medical image fusion and super- resolution using conditional diffusion model.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Simultaneous tri-modal medical image fusion and super- resolution using conditional diffusion model

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.895552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 44999da0-2183-4659-b531-e21f00d226b2 · outbound

This paper cites Flexid-fuse: Flexible number of inputs multi-modal medical image fusion based on diffu- sion model.Expert Systems with Applications, page 128895.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Flexid-fuse: Flexible number of inputs multi-modal medical image fusion based on diffu- sion model.Expert Systems with Applications, page 128895

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.905748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f014ae0f-f230-4765-b732-b549d02e40d8 · outbound

This paper cites Lfdt-fusion: A latent feature-guided diffu- sion transformer model for general image fusion.Informa- tion Fusion, 113:102639.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Lfdt-fusion: A latent feature-guided diffu- sion transformer model for general image fusion.Informa- tion Fusion, 113:102639

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.879057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5649e7b7-5f4b-4d8c-a282-4b772a40f2df · outbound

This paper cites Instruction-driven fusion of infrared–visible images: Tailor- ing for diverse downstream tasks.Information Fusion, 121: 103148.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Instruction-driven fusion of infrared–visible images: Tailor- ing for diverse downstream tasks.Information Fusion, 121: 103148

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.885530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b4bbef3c-f7ce-49e3-a442-77c7cdb3599a · outbound

This paper cites Diff-if: Multi-modality image fusion via diffusion model with fusion knowledge prior.Information Fusion, 110:102450.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Diff-if: Multi-modality image fusion via diffusion model with fusion knowledge prior.Information Fusion, 110:102450

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.869210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7108a48a-27a7-4af9-b7fb-0bf5e1d99830 · outbound

This paper cites Text-if: Leveraging semantic text guidance for degradation-aware and interactive image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Text-if: Leveraging semantic text guidance for degradation-aware and interactive image fusion

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.912285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation df1d43d1-b0f6-409f-a51e-2b6e79be783c · outbound

This paper cites Simultaneous im- age fusion and super-resolution using sparse representation.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Simultaneous im- age fusion and super-resolution using sparse representation

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.862490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 76b053f2-2741-471d-9f24-e1f0a78344de · outbound

This paper cites Dif-fusion: Toward high color fidelity in infrared and visible image fusion with diffusion models.IEEE Transactions on Image Processing, 32:5705–5720.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Dif-fusion: Toward high color fidelity in infrared and visible image fusion with diffusion models.IEEE Transactions on Image Processing, 32:5705–5720

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.866110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7e567eea-296c-4c0d-b84e-62f52327e4ac · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Restormer: Efficient transformer for high-resolution image restoration

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.882197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 70a2e382-aa88-4095-8ffd-ffaa43704944 · outbound

This paper cites Text-difuse: An inter- active multi-modal image fusion framework based on text- modulated diffusion model.Advances in Neural Information Processing Systems, 37:39552–39572.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Text-difuse: An inter- active multi-modal image fusion framework based on text- modulated diffusion model.Advances in Neural Information Processing Systems, 37:39552–39572

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.902180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e124ca32-7708-4dfc-9c81-40e5941196d6 · outbound

This paper cites Transcending the limit of local window: Advanced super-resolution transformer with adaptive token dictionary.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Transcending the limit of local window: Advanced super-resolution transformer with adaptive token dictionary

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.908940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8f2c218e-6a5b-48a5-917a-0f62d56cccd2 · outbound

This paper cites Ifcnn: A general image fusion framework based on convolutional neural network.Information Fusion, 54: 99–118.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Ifcnn: A general image fusion framework based on convolutional neural network.Information Fusion, 54: 99–118

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.949825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 99ab5a08-8770-4247-9e55-db1ba8459b1c · outbound

This paper cites Cddfuse: Correlation-driven dual-branch feature decompo- sition for multi-modality image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Cddfuse: Correlation-driven dual-branch feature decompo- sition for multi-modality image fusion

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.979931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 17f58809-20e5-4578-ac1c-276a748348cb · outbound

This paper cites Ddfm: denoising diffusion model for multi-modality image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Ddfm: denoising diffusion model for multi-modality image fusion

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.956669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation da06a18c-a03c-4ce6-82a1-d6a635857338 · outbound

This paper cites Equivariant multi-modality image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Equivariant multi-modality image fusion

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.976449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 09ec02cd-f8ee-49ba-8b82-a57a02afbca4 · outbound

This paper cites A general spatial- frequency learning framework for multimodal image fusion.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios A general spatial- frequency learning framework for multimodal image fusion

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.823992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3b8a49b6-875b-4c5f-ad27-18bbef139165 · outbound

This paper cites Mamba collaborative implicit neural representation for hyperspectral and multispectral remote sensing image fu- sion.IEEE Transactions on Geoscience and Remote Sensing.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Mamba collaborative implicit neural representation for hyperspectral and multispectral remote sensing image fu- sion.IEEE Transactions on Geoscience and Remote Sensing

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T10:14:26.803266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9c5985e9-dce8-4fd2-a3a1-979202a2a8e9 · outbound

This paper cites Diffusion Models A.1.

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios Diffusion Models A.1

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:41:53.124133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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