# Medical Image Re-identification on HCC-TACE Abdominal-CT Source: [Medical Image Re-identification on HCC-TACE Abdominal-CT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:37.920Z Evaluation of Medical Image Re-identification performance on the HCC-TACE 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) | HCC-TACE 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 | 88.09 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 80.95 | Not recorded | 68fa77641e209131cea73041 | | MAE | 76.19 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 71.43 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 69.05 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 66.67 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 57.14 | Not recorded | 68fa77641e209131cea73041 | | BEITv2 | 52.38 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 52.38 | Not recorded | 68fa77641e209131cea73041 | | ImageNet-Sup | 50 | Not recorded | 68fa77641e209131cea73041 | | DINOv2 | 50 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 47.62 | Not recorded | 68fa77641e209131cea73041 | | MoCoV3 | 45.24 | Not recorded | 68fa77641e209131cea73041 | | CAE | 45.24 | Not recorded | 68fa77641e209131cea73041 | | CLIP | 45.24 | Not recorded | 68fa77641e209131cea73041 | | Packhäuser et al. | 45.24 | Not recorded | 68fa77641e209131cea73041 | | BioMedClip | 40.48 | Not recorded | 68fa77641e209131cea73041 | | MAE | 35.71 | Not recorded | 68fa77641e209131cea73041 | | RetFound | 35.71 | Not recorded | 68fa77641e209131cea73041 | | TransReID | 33.33 | Not recorded | 68fa77641e209131cea73041 | | Med-UniC | 33.33 | Not recorded | 68fa77641e209131cea73041 | | Ganz et al. | 33.33 | Not recorded | 68fa77641e209131cea73041 | | MaskFeat | 28.57 | Not recorded | 68fa77641e209131cea73041 | | BLIP | 21.42 | Not recorded | 68fa77641e209131cea73041 | | CT-CLIP | 9.52 | Not recorded | 68fa77641e209131cea73041 | | Align | 4.76 | Not recorded | 68fa77641e209131cea73041 | ### MaMI CMC-R1: 88.09. Result ID: 69949d153a6c3148491e681f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 80.95. Result ID: 69949d153a6c3148491e6814. [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: 76.19. Result ID: 69949d153a6c3148491e680e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 71.43. Result ID: 69949d153a6c3148491e680d. [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: 69.05. Result ID: 69949d153a6c3148491e6812. [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: 66.67. Result ID: 69949d153a6c3148491e681a. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### Med-UniC CMC-R1: 57.14. Result ID: 69949d153a6c3148491e681c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### BEITv2 CMC-R1: 52.38. Result ID: 69949d153a6c3148491e6809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 52.38. Result ID: 69949d153a6c3148491e6819. [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: 50. Result ID: 69949d153a6c3148491e6806. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### DINOv2 CMC-R1: 50. Result ID: 69949d153a6c3148491e6808. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 47.62. Result ID: 69949d153a6c3148491e681b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MoCoV3 CMC-R1: 45.24. Result ID: 69949d153a6c3148491e6807. [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: 45.24. Result ID: 69949d153a6c3148491e680a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CLIP CMC-R1: 45.24. Result ID: 69949d153a6c3148491e6811. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Packhäuser et al. CMC-R1: 45.24. Result ID: 69949d153a6c3148491e681d. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BioMedClip CMC-R1: 40.48. Result ID: 69949d153a6c3148491e6815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### MAE CMC-R1: 35.71. Result ID: 69949d153a6c3148491e680b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### RetFound CMC-R1: 35.71. Result ID: 69949d153a6c3148491e6816. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### TransReID CMC-R1: 33.33. Result ID: 69949d153a6c3148491e6813. [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: 33.33. Result ID: 69949d153a6c3148491e6818. [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: 33.33. Result ID: 69949d153a6c3148491e681e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### MaskFeat CMC-R1: 28.57. Result ID: 69949d153a6c3148491e680c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### BLIP CMC-R1: 21.42. Result ID: 69949d153a6c3148491e6810. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction. ### CT-CLIP CMC-R1: 9.52. Result ID: 69949d153a6c3148491e6817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction. ### Align CMC-R1: 4.76. Result ID: 69949d153a6c3148491e680f. [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.