# Medical Image Re-identification on CCII Lung-CT Source: [Medical Image Re-identification on CCII Lung-CT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:37.904Z Evaluation of models performing medical image re-identification on the CCII Lung-CT 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) | CCII Lung-CT | | 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 | 95.01 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 94.04 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 93.52 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 93.52 | Not recorded | 68fa77641e209131cea73041 | | MAE | 93.27 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 93.02 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 92.52 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 92.27 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 91.52 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 89.53 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 88.78 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 87.03 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 84.79 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 84.04 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 83.04 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 82.04 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 79.05 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 77.06 | Not recorded | 68fa77641e209131cea73041 | | CAE | 71.32 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 69.08 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 68.63 | Not recorded | 68fa77641e209131cea73041 | | MAE | 68.33 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 61.85 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 53.62 | Not recorded | 68fa77641e209131cea73041 | | Align | 43.39 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 19.95 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 95.01. Result ID: 69949d153a6c3148491e6805. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 94.04. Result ID: 69949d153a6c3148491e6801. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 93.52. Result ID: 69949d153a6c3148491e67f8. [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: 93.52. Result ID: 69949d153a6c3148491e67fa. [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: 93.27. Result ID: 69949d153a6c3148491e67f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 93.02. Result ID: 69949d153a6c3148491e67f7. [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: 92.52. Result ID: 69949d153a6c3148491e67f3. [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: 92.27. Result ID: 69949d153a6c3148491e6800. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 91.52. Result ID: 69949d153a6c3148491e67ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BEITv2 CMC-R1: 89.53. Result ID: 69949d153a6c3148491e67ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 88.78. Result ID: 69949d153a6c3148491e67f9. [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: 87.03. Result ID: 69949d153a6c3148491e67fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 84.79. Result ID: 69949d153a6c3148491e67ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 84.04. Result ID: 69949d153a6c3148491e67ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 83.04. Result ID: 69949d153a6c3148491e67ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 82.04. Result ID: 69949d153a6c3148491e67fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 79.05. Result ID: 69949d153a6c3148491e67f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 77.06. Result ID: 69949d153a6c3148491e67fe. [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: 71.32. Result ID: 69949d153a6c3148491e67f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 69.08. Result ID: 69949d153a6c3148491e6802. [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: 68.63. Result ID: 69949d153a6c3148491e6803. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MAE CMC-R1: 68.33. Result ID: 69949d153a6c3148491e67f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 61.85. Result ID: 69949d153a6c3148491e67fc. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Ganz et al. CMC-R1: 53.62. Result ID: 69949d153a6c3148491e6804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Align CMC-R1: 43.39. Result ID: 69949d153a6c3148491e67f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 19.95. Result ID: 69949d153a6c3148491e67f2. [Reporting paper]() [Method origin paper]() [Implementation]() 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.