# Medical Image Re-identification on LUAD Histopathology

Source: [Medical Image Re-identification on LUAD Histopathology](<https://www.sota2.com/research/sota/medical-image-re-identification-on-luad-histopathology>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:38:38.023Z

Evaluation of Medical Image Re-identification performance on the LUAD Histopathology 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) | LUAD Histopathology |
| 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](<https://www.sota2.com/research/sota/medical-image-re-identification-on-luad-histopathology.md?metric=CMC-R1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CMC-R1 | Result date | Report paper |
| --- | --- | --- | --- |
| MaMI | 68.75 | Not recorded | 68fa77641e209131cea73041 |
| Ganz et al. | 56.76 | Not recorded | 68fa77641e209131cea73041 |
| TransReID | 54.33 | Not recorded | 68fa77641e209131cea73041 |
| MoCoV3 | 51.97 | Not recorded | 68fa77641e209131cea73041 |
| MoCoV3 | 47.24 | Not recorded | 68fa77641e209131cea73041 |
| CAE | 47.24 | Not recorded | 68fa77641e209131cea73041 |
| CLIP | 46.46 | Not recorded | 68fa77641e209131cea73041 |
| BEITv2 | 45.67 | Not recorded | 68fa77641e209131cea73041 |
| MAE | 45.67 | Not recorded | 68fa77641e209131cea73041 |
| DINOv2 | 42.52 | Not recorded | 68fa77641e209131cea73041 |
| BioMedClip | 42.52 | Not recorded | 68fa77641e209131cea73041 |
| CT-CLIP | 42.52 | Not recorded | 68fa77641e209131cea73041 |
| CLIP | 40.94 | Not recorded | 68fa77641e209131cea73041 |
| RetFound | 37.8 | Not recorded | 68fa77641e209131cea73041 |
| BioMedClip | 33.07 | Not recorded | 68fa77641e209131cea73041 |
| MAE | 30.71 | Not recorded | 68fa77641e209131cea73041 |
| TransReID | 30.71 | Not recorded | 68fa77641e209131cea73041 |
| Packhäuser et al. | 29.19 | Not recorded | 68fa77641e209131cea73041 |
| ImageNet-Sup | 29.13 | Not recorded | 68fa77641e209131cea73041 |
| Med-UniC | 28.35 | Not recorded | 68fa77641e209131cea73041 |
| RetFound | 25.98 | Not recorded | 68fa77641e209131cea73041 |
| Med-UniC | 25.2 | Not recorded | 68fa77641e209131cea73041 |
| BLIP | 24.41 | Not recorded | 68fa77641e209131cea73041 |
| CT-CLIP | 16.54 | Not recorded | 68fa77641e209131cea73041 |
| MaskFeat | 14.17 | Not recorded | 68fa77641e209131cea73041 |
| Align | 5.51 | Not recorded | 68fa77641e209131cea73041 |

### MaMI

CMC-R1: 68.75. Result ID: 69949d153a6c3148491e68d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Implementation](<https://github.com/tianyuan168326/All-in-One-MedReID-Pytorch>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### Ganz et al.

CMC-R1: 56.76. Result ID: 69949d153a6c3148491e68d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a15.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### TransReID

CMC-R1: 54.33. Result ID: 69949d153a6c3148491e68ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23139.md>)

[Implementation](<https://github.com/heshuting555/TransReID>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### MoCoV3

CMC-R1: 51.97. Result ID: 69949d153a6c3148491e68c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### MoCoV3

CMC-R1: 47.24. Result ID: 69949d153a6c3148491e68bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### CAE

CMC-R1: 47.24. Result ID: 69949d153a6c3148491e68c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a32c.md>)

[Implementation](<https://github.com/Atten4Vis/CAE>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### CLIP

CMC-R1: 46.46. Result ID: 69949d153a6c3148491e68c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### BEITv2

CMC-R1: 45.67. Result ID: 69949d153a6c3148491e68bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8e1e209131cea3a924.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### MAE

CMC-R1: 45.67. Result ID: 69949d153a6c3148491e68c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### DINOv2

CMC-R1: 42.52. Result ID: 69949d153a6c3148491e68be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### BioMedClip

CMC-R1: 42.52. Result ID: 69949d153a6c3148491e68cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db5b.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### CT-CLIP

CMC-R1: 42.52. Result ID: 69949d153a6c3148491e68d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6dc.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### CLIP

CMC-R1: 40.94. Result ID: 69949d153a6c3148491e68c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### RetFound

CMC-R1: 37.8. Result ID: 69949d153a6c3148491e68d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### BioMedClip

CMC-R1: 33.07. Result ID: 69949d153a6c3148491e68cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db5b.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### MAE

CMC-R1: 30.71. Result ID: 69949d153a6c3148491e68c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### TransReID

CMC-R1: 30.71. Result ID: 69949d153a6c3148491e68c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23139.md>)

[Implementation](<https://github.com/heshuting555/TransReID>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### Packhäuser et al.

CMC-R1: 29.19. Result ID: 69949d153a6c3148491e68d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### ImageNet-Sup

CMC-R1: 29.13. Result ID: 69949d153a6c3148491e68bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### Med-UniC

CMC-R1: 28.35. Result ID: 69949d153a6c3148491e68ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Implementation](<https://github.com/SUSTechBruce/Med-UniC>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### RetFound

CMC-R1: 25.98. Result ID: 69949d153a6c3148491e68cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### Med-UniC

CMC-R1: 25.2. Result ID: 69949d153a6c3148491e68d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Implementation](<https://github.com/SUSTechBruce/Med-UniC>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"true"}. This record does not assert independent reproduction.

### BLIP

CMC-R1: 24.41. Result ID: 69949d153a6c3148491e68c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### CT-CLIP

CMC-R1: 16.54. Result ID: 69949d153a6c3148491e68cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6dc.md>)

Recorded evaluation configuration: {"Architecture":"ViT-Base","Fine-tuned":"false"}. This record does not assert independent reproduction.

### MaskFeat

CMC-R1: 14.17. Result ID: 69949d153a6c3148491e68c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f317.md>)

[Implementation](<https://github.com/facebookresearch/pytorchvideo>)

Recorded evaluation configuration: {"Architecture":"ViT-Base"}. This record does not assert independent reproduction.

### Align

CMC-R1: 5.51. Result ID: 69949d153a6c3148491e68c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77641e209131cea73041.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea261e7.md>)

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.