# Carotid Plaque Grading on Private Carotid US Images 1.0 (test)

Source: [Carotid Plaque Grading on Private Carotid US Images 1.0 (test)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test>)

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

Data updated: 2026-02-26T05:27:01.533Z

Evaluation of carotid plaque grading performance using ultrasound images from the Private Carotid US Images 1.0 dataset (test split).

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 | Carotid plaque grading |
| Dataset (including any stated split) | Private Carotid US Images 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision (M)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Precision%20(M)>): Higher is better; unit: PERCENT.

- [Recall (M)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Recall%20(M)>): Higher is better; unit: PERCENT.

- [F1 Score (M)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=F1%20Score%20(M)>): Higher is better; unit: PERCENT.

- [Accuracy (Class 1)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Accuracy%20(Class%201)>): Higher is better; unit: PERCENT.

- [Accuracy (Class 2)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Accuracy%20(Class%202)>): Higher is better; unit: PERCENT.

- [Accuracy (Class 3)](<https://www.sota2.com/research/sota/carotid-plaque-grading-on-private-carotid-us-images-1-0-test.md?metric=Accuracy%20(Class%203)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CVC-RF | 93.25 | Not recorded | 68fa79b01e209131cea7ee53 |
| CVC-RF w/o DSAM | 92.2 | Not recorded | 68fa79b01e209131cea7ee53 |
| CVC-RF w/o MoE | 91.45 | Not recorded | 68fa79b01e209131cea7ee53 |
| CheXFusion | 90.58 | Not recorded | 68fa79b01e209131cea7ee53 |
| MVC | 89.36 | Not recorded | 68fa79b01e209131cea7ee53 |
| DeepGuide | 88.74 | Not recorded | 68fa79b01e209131cea7ee53 |
| ETMC | 88.19 | Not recorded | 68fa79b01e209131cea7ee53 |
| CVC-RF w/o CMCL | 87.8 | Not recorded | 68fa79b01e209131cea7ee53 |
| Dual-ResNet18 | 86.98 | Not recorded | 68fa79b01e209131cea7ee53 |
| Transverse | 85.43 | Not recorded | 68fa79b01e209131cea7ee53 |
| Longitudinal | 82.41 | Not recorded | 68fa79b01e209131cea7ee53 |

### CVC-RF

Accuracy: 93.25. Result ID: 698b58c07a967eddb76dd7bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Implementation](<https://github.com/dndins/CVC-RF>)

Recorded evaluation configuration: {"Full Model":true}. This record does not assert independent reproduction.

### CVC-RF w/o DSAM

Accuracy: 92.2. Result ID: 698b58c07a967eddb76dd7bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Implementation](<https://github.com/dndins/CVC-RF>)

Recorded evaluation configuration: {"Ablation":"Without Dual-Stream Attention Module (DSAM)"}. This record does not assert independent reproduction.

### CVC-RF w/o MoE

Accuracy: 91.45. Result ID: 698b58c07a967eddb76dd7be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Implementation](<https://github.com/dndins/CVC-RF>)

Recorded evaluation configuration: {"Ablation":"Without Mixture of Experts (MoE)"}. This record does not assert independent reproduction.

### CheXFusion

Accuracy: 90.58. Result ID: 698b58c07a967eddb76dd7bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70631e209131cea4ace6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MVC

Accuracy: 89.36. Result ID: 698b58c07a967eddb76dd7ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce11e209131cea3676e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepGuide

Accuracy: 88.74. Result ID: 698b58c07a967eddb76dd7b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1a1e209131cea37c0e.md>)

[Implementation](<https://github.com/mayurmallya/DeepGuide>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ETMC

Accuracy: 88.19. Result ID: 698b58c07a967eddb76dd7b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd81e209131cea36301.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CVC-RF w/o CMCL

Accuracy: 87.8. Result ID: 698b58c07a967eddb76dd7bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Implementation](<https://github.com/dndins/CVC-RF>)

Recorded evaluation configuration: {"Ablation":"Without Contrastive Multi-Class Loss (CMCL)"}. This record does not assert independent reproduction.

### Dual-ResNet18

Accuracy: 86.98. Result ID: 698b58c07a967eddb76dd7b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Transverse

Accuracy: 85.43. Result ID: 698b58c07a967eddb76dd7b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

Recorded evaluation configuration: {"View":"Transverse"}. This record does not assert independent reproduction.

### Longitudinal

Accuracy: 82.41. Result ID: 698b58c07a967eddb76dd7b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b01e209131cea7ee53.md>)

Recorded evaluation configuration: {"View":"Longitudinal"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
