# Medical Image Re-identification on MIMIC-CXR Source: [Medical Image Re-identification on MIMIC-CXR]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:38.038Z Evaluation of models performing medical image re-identification on the MIMIC-CXR dataset, typically measured using ranking metrics like CMC-R1. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Medical Image Re-identification | | Dataset (including any stated split) | MIMIC-CXR | | Metric | CMC-R1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 44 of 44 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [CMC-R1](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. ## Recorded results | Method | CMC-R1 | Result date | Report paper | | --- | --- | --- | --- | | MaMI | 96.89 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 92.9 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 92.42 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 92.3 | Not recorded | 68fa77641e209131cea73041 | | MAE | 88.2 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 86.8 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 84.2 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 54.8 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 48.7 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 45.1 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 36.4 | Not recorded | 68fa77641e209131cea73041 | | CAE | 36.2 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 35.1 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 34.1 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 33.1 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 29.3 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 25.2 | Not recorded | 68fa77641e209131cea73041 | | MAE | 23.8 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 20.1 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 19.7 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 12.1 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 11.4 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 9.2 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 3.8 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 3.1 | Not recorded | 68fa77641e209131cea73041 | | Align | 0.4 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 96.89. Result ID: 69949d153a6c3148491e67d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","All-in-One":"true"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 92.9. Result ID: 69949d153a6c3148491e67ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Packhäuser et al. CMC-R1: 92.42. Result ID: 69949d153a6c3148491e67cf. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Modality-specialized":"X-ray"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 92.3. Result ID: 69949d153a6c3148491e67c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MAE CMC-R1: 88.2. Result ID: 69949d153a6c3148491e67c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 86.8. Result ID: 69949d153a6c3148491e67c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 84.2. Result ID: 69949d153a6c3148491e67bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 54.8. Result ID: 69949d153a6c3148491e67cc. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 48.7. Result ID: 69949d153a6c3148491e67ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 45.1. Result ID: 69949d153a6c3148491e67b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 36.4. Result ID: 69949d153a6c3148491e67ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### CAE CMC-R1: 36.2. Result ID: 69949d153a6c3148491e67bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BEITv2 CMC-R1: 35.1. Result ID: 69949d153a6c3148491e67bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 34.1. Result ID: 69949d153a6c3148491e67b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 33.1. Result ID: 69949d153a6c3148491e67c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 29.3. Result ID: 69949d153a6c3148491e67c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 25.2. Result ID: 69949d153a6c3148491e67c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MAE CMC-R1: 23.8. Result ID: 69949d153a6c3148491e67bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 20.1. Result ID: 69949d153a6c3148491e67cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 19.7. Result ID: 69949d153a6c3148491e67cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 12.1. Result ID: 69949d153a6c3148491e67c8. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Ganz et al. CMC-R1: 11.4. Result ID: 69949d153a6c3148491e67d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Modality-specialized":"CT"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 9.2. Result ID: 69949d153a6c3148491e67be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 3.8. Result ID: 69949d153a6c3148491e67c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 3.1. Result ID: 69949d153a6c3148491e67c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Align CMC-R1: 0.4. Result ID: 69949d153a6c3148491e67c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. Page 1 of 1. 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