# Medical Image Re-identification on Mess2 Fundus Source: [Medical Image Re-identification on Mess2 Fundus]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:03:11.863Z Evaluation of Medical Image Re-identification performance on the Mess2 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) | Mess2 Fundus | | Metric | CMC-R1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | CMC-R1 | Result date | Report paper | | --- | --- | --- | --- | | MaMI | 85.71 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 74.14 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 74 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 73.71 | Not recorded | 68fa77641e209131cea73041 | | MAE | 72.57 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 70.99 | Not recorded | 68fa77641e209131cea73041 | | Full (Graph-of-Differences) | 65.79 | Not recorded | 6a3a1341206542251d7c71b5 | | Backbone-only | 64.99 | Not recorded | 6a3a1341206542251d7c71b5 | | Backbone + Graph (w/o Ldiff) | 63.27 | Not recorded | 6a3a1341206542251d7c71b5 | | MoCoV3 | 56.86 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 53.71 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 52 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 47.14 | Not recorded | 68fa77641e209131cea73041 | | MAE | 47.14 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 42.29 | Not recorded | 68fa77641e209131cea73041 | | CAE | 41.43 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 41.14 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 36 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 33.43 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 33.14 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 29.71 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 28.57 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 27.71 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 27.43 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 24.57 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 23.74 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 23.14 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 20 | Not recorded | 68fa77641e209131cea73041 | | Align | 13.71 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 85.71. Result ID: 69949d153a6c3148491e6887. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 74.14. Result ID: 69949d153a6c3148491e6882. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 74. Result ID: 69949d153a6c3148491e687c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 73.71. Result ID: 69949d153a6c3148491e687a. [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: 72.57. Result ID: 69949d153a6c3148491e6876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 70.99. Result ID: 69949d153a6c3148491e6875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Full (Graph-of-Differences) CMC-R1: 65.79. Result ID: 6a3a4bbdfbc373592c355e9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Fundus"}. This record does not assert independent reproduction. ### Backbone-only CMC-R1: 64.99. Result ID: 6a3a4bbdfbc373592c355e9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Fundus"}. This record does not assert independent reproduction. ### Backbone + Graph (w/o Ldiff) CMC-R1: 63.27. Result ID: 6a3a4bbdfbc373592c355e9d. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Fundus"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 56.86. Result ID: 69949d153a6c3148491e686f. [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: 53.71. Result ID: 69949d153a6c3148491e687e. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BEITv2 CMC-R1: 52. Result ID: 69949d153a6c3148491e6871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 47.14. Result ID: 69949d153a6c3148491e686e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MAE CMC-R1: 47.14. Result ID: 69949d153a6c3148491e6873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 42.29. Result ID: 69949d153a6c3148491e687b. [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: 41.43. Result ID: 69949d153a6c3148491e6872. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 41.14. Result ID: 69949d153a6c3148491e6879. [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. Result ID: 69949d153a6c3148491e6870. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 33.43. Result ID: 69949d153a6c3148491e6878. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 33.14. Result ID: 69949d153a6c3148491e687f. [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: 29.71. Result ID: 69949d153a6c3148491e6883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 28.57. Result ID: 69949d153a6c3148491e6881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 27.71. Result ID: 69949d153a6c3148491e6880. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Ganz et al. CMC-R1: 27.43. Result ID: 69949d153a6c3148491e6886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 24.57. Result ID: 69949d153a6c3148491e6884. [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: 23.74. Result ID: 69949d153a6c3148491e6885. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 23.14. Result ID: 69949d153a6c3148491e687d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 20. Result ID: 69949d153a6c3148491e6874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Align CMC-R1: 13.71. Result ID: 69949d153a6c3148491e6877. [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.