Examples of failure cases of generated DVCs a.

DVC of a healthy image to the healthy class only brightens an artifact present in the image but is still predicted as healthy with high confidence. b. DR DVC of a healthy example does not exhibit any disease related lesions. c–d. Healthy DVCs of DR exam...

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محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Indu Ilanchezian (21369996) (author)
مؤلفون آخرون:	Valentyn Boreiko (21369999) (author), Laura Kühlewein (18718849) (author), Ziwei Huang (192096) (author), Murat Seçkin Ayhan (21370002) (author), Matthias Hein (3861562) (author), Lisa Koch (3299613) (author), Philipp Berens (391695) (author)
منشور في:	2025
الموضوعات:	Medicine Cell Biology Biotechnology Space Science Biological Sciences not elsewhere classified Information Systems not elsewhere classified retinal imaging based optical coherence tomography imaging based specialties answer counterfactual queries adversarially robust classifiers combining diffusion models retinal image structure resolution medical images create counterfactual images unconditional diffusion model subject &# 8217 method generated counterfactuals meaningful counterfactuals even generated counterfactuals diffusion model meaningful counterfactuals fundus image clinically meaningful ai model real images train ordinary related features patient education necessary disease illustrating answers expert study disease lesions disease categories diabetic retinopathy clinical settings classify healthy classifier guidance chance probability ai algorithm
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Examples of failure cases of generated DVCs a.

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