# Medical Image Re-identification on LIHC Abdominal-CT Source: [Medical Image Re-identification on LIHC Abdominal-CT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:37.949Z Evaluation of Medical Image Re-identification performance on the LIHC Abdominal-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) | LIHC Abdominal-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 | 76.82 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 51.79 | Not recorded | 68fa77641e209131cea73041 | | MAE | 41.07 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 39.29 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 35.71 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 35.71 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 33.93 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 33.93 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 32.11 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 30.36 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 30.36 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 28.57 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 28.57 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 28.57 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 26.79 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 26.79 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 26.79 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 26.78 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 25 | Not recorded | 68fa77641e209131cea73041 | | MAE | 23.21 | Not recorded | 68fa77641e209131cea73041 | | CAE | 21.43 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 16.07 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 14.29 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 14.29 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 13.51 | Not recorded | 68fa77641e209131cea73041 | | Align | 12.5 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 76.82. Result ID: 69949d153a6c3148491e6853. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 51.79. Result ID: 69949d153a6c3148491e6846. [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: 41.07. Result ID: 69949d153a6c3148491e6842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 39.29. Result ID: 69949d153a6c3148491e6848. [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: 35.71. Result ID: 69949d153a6c3148491e684e. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 35.71. Result ID: 69949d153a6c3148491e6850. [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: 33.93. Result ID: 69949d153a6c3148491e6841. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Ganz et al. CMC-R1: 33.93. Result ID: 69949d153a6c3148491e6852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Packhäuser et al. CMC-R1: 32.11. Result ID: 69949d153a6c3148491e6851. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 30.36. Result ID: 69949d153a6c3148491e683b. [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: 30.36. Result ID: 69949d153a6c3148491e683d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 28.57. Result ID: 69949d153a6c3148491e683c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 28.57. Result ID: 69949d153a6c3148491e6845. [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: 28.57. Result ID: 69949d153a6c3148491e684f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 26.79. Result ID: 69949d153a6c3148491e6847. [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: 26.79. Result ID: 69949d153a6c3148491e6849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 26.79. Result ID: 69949d153a6c3148491e684d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### ImageNet-Sup CMC-R1: 26.78. Result ID: 69949d153a6c3148491e683a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 25. Result ID: 69949d153a6c3148491e684c. [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: 23.21. Result ID: 69949d153a6c3148491e683f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### CAE CMC-R1: 21.43. Result ID: 69949d153a6c3148491e683e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 16.07. Result ID: 69949d153a6c3148491e684a. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 14.29. Result ID: 69949d153a6c3148491e6840. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 14.29. Result ID: 69949d153a6c3148491e6844. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 13.51. Result ID: 69949d153a6c3148491e684b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Align CMC-R1: 12.5. Result ID: 69949d153a6c3148491e6843. [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.