# Medical Image Re-identification on OASIS Brain-MRI 2 Source: [Medical Image Re-identification on OASIS Brain-MRI 2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:37.962Z Evaluation of Medical Image Re-identification performance on the OASIS Brain-MRI 2 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) | OASIS Brain-MRI 2 | | 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 | 85 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 70 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 69.99 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 68 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 68 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 64 | Not recorded | 68fa77641e209131cea73041 | | MAE | 60 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 56 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 50 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 50 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 47.99 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 46 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 41.99 | Not recorded | 68fa77641e209131cea73041 | | CAE | 40 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 37.99 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 36.02 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 36 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 32 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 28 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 23.99 | Not recorded | 68fa77641e209131cea73041 | | MAE | 15.99 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 15.99 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 10 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 10 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 5.99 | Not recorded | 68fa77641e209131cea73041 | | Align | 0 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 85. Result ID: 69949d153a6c3148491e686d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BEITv2 CMC-R1: 70. Result ID: 69949d153a6c3148491e6857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 69.99. Result ID: 69949d153a6c3148491e6861. [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: 68. Result ID: 69949d153a6c3148491e685f. [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: 68. Result ID: 69949d153a6c3148491e6860. [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: 64. Result ID: 69949d153a6c3148491e6862. [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: 60. Result ID: 69949d153a6c3148491e685c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 56. Result ID: 69949d153a6c3148491e685b. [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: 50. Result ID: 69949d153a6c3148491e6855. [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: 50. Result ID: 69949d153a6c3148491e6868. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 47.99. Result ID: 69949d153a6c3148491e6854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 46. Result ID: 69949d153a6c3148491e6856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 41.99. Result ID: 69949d153a6c3148491e686a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CAE CMC-R1: 40. Result ID: 69949d153a6c3148491e6858. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 37.99. Result ID: 69949d153a6c3148491e6869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Packhäuser et al. CMC-R1: 36.02. Result ID: 69949d153a6c3148491e686b. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 36. Result ID: 69949d153a6c3148491e6867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 32. Result ID: 69949d153a6c3148491e6863. [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: 28. Result ID: 69949d153a6c3148491e686c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 23.99. Result ID: 69949d153a6c3148491e6866. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MAE CMC-R1: 15.99. Result ID: 69949d153a6c3148491e6859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 15.99. Result ID: 69949d153a6c3148491e6864. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 10. Result ID: 69949d153a6c3148491e685a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 10. Result ID: 69949d153a6c3148491e685e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 5.99. Result ID: 69949d153a6c3148491e6865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Align CMC-R1: 0. Result ID: 69949d153a6c3148491e685d. [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.