# Medical Image Re-identification on GRAPE Fundus Source: [Medical Image Re-identification on GRAPE Fundus]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:38.007Z Evaluation of Medical Image Re-identification performance on the GRAPE Fundus 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) | GRAPE Fundus | | Metric | CMC-R1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. ## Recorded results | Method | CMC-R1 | Result date | Report paper | | --- | --- | --- | --- | | MaMI | 71 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 67.43 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 61.1 | Not recorded | 68fa77641e209131cea73041 | | MAE | 60.91 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 60.52 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 60.36 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 59.93 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 54.4 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 50.81 | Not recorded | 68fa77641e209131cea73041 | | CAE | 50.16 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 44.3 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 41.37 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 36.81 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 35.83 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 35.5 | Not recorded | 68fa77641e209131cea73041 | | MAE | 33.55 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 29.97 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 27.69 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 27.68 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 25.08 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 23.77 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 22.15 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 17.59 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 16.94 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 16.61 | Not recorded | 68fa77641e209131cea73041 | | Align | 7.82 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 71. Result ID: 69949d153a6c3148491e68bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 67.43. Result ID: 69949d153a6c3148491e68a9. [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: 61.1. Result ID: 69949d153a6c3148491e68b6. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MAE CMC-R1: 60.91. Result ID: 69949d153a6c3148491e68aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 60.52. Result ID: 69949d153a6c3148491e68ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 60.36. Result ID: 69949d153a6c3148491e68b0. [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: 59.93. Result ID: 69949d153a6c3148491e68a3. [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: 54.4. Result ID: 69949d153a6c3148491e68a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 50.81. Result ID: 69949d153a6c3148491e68ad. [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: 50.16. Result ID: 69949d153a6c3148491e68a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 44.3. Result ID: 69949d153a6c3148491e68a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 41.37. Result ID: 69949d153a6c3148491e68a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 36.81. Result ID: 69949d153a6c3148491e68af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 35.83. Result ID: 69949d153a6c3148491e68b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 35.5. Result ID: 69949d153a6c3148491e68b2. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MAE CMC-R1: 33.55. Result ID: 69949d153a6c3148491e68a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 29.97. Result ID: 69949d153a6c3148491e68b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 27.69. Result ID: 69949d153a6c3148491e68b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 27.68. Result ID: 69949d153a6c3148491e68b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Ganz et al. CMC-R1: 25.08. Result ID: 69949d153a6c3148491e68ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Packhäuser et al. CMC-R1: 23.77. Result ID: 69949d153a6c3148491e68b9. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 22.15. Result ID: 69949d153a6c3148491e68b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 17.59. Result ID: 69949d153a6c3148491e68ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 16.94. Result ID: 69949d153a6c3148491e68a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 16.61. Result ID: 69949d153a6c3148491e68b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Align CMC-R1: 7.82. Result ID: 69949d153a6c3148491e68ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.