# Gallbladder Cancer Detection on Gallbladder Cancer Ultrasound (GBC-US) (5-fold cross-val)

Source: [Gallbladder Cancer Detection on Gallbladder Cancer Ultrasound (GBC-US) (5-fold cross-val)](<https://www.sota2.com/research/sota/gallbladder-cancer-detection-on-gallbladder-cancer-ultrasound-gbc-us-5-fold-cross-val>)

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

Data updated: 2026-02-26T05:29:36.420Z

Evaluation of Gallbladder Cancer Detection performance using the GBC-US dataset, assessed via 5-fold cross-validation, reporting metrics such as Accuracy, Specificity, and Sensitivity.

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 | Gallbladder Cancer Detection |
| Dataset (including any stated split) | Gallbladder Cancer Ultrasound (GBC-US) (5-fold cross-val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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/gallbladder-cancer-detection-on-gallbladder-cancer-ultrasound-gbc-us-5-fold-cross-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/gallbladder-cancer-detection-on-gallbladder-cancer-ultrasound-gbc-us-5-fold-cross-val.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/gallbladder-cancer-detection-on-gallbladder-cancer-ultrasound-gbc-us-5-fold-cross-val.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FocusMAE | 96.4 | Not recorded | 68fa72bc1e209131cea583fc |
| GLCM-MAE | 94.9 | Not recorded | 68fa7a101e209131cea80e17 |
| AdaMAE | 94.7 | Not recorded | 68fa72bc1e209131cea583fc |
| VideoMAEv2 | 94.2 | Not recorded | 68fa72bc1e209131cea583fc |
| MAE | 92.8 | Not recorded | 68fa7a101e209131cea80e17 |
| Video-Swin | 92.5 | Not recorded | 68fa72bc1e209131cea583fc |
| VidTr | 92.4 | Not recorded | 68fa72bc1e209131cea583fc |
| GBCNet | 92.1 | Not recorded | 68fa7a101e209131cea80e17 |
| US-USCL | 92.1 | Not recorded | 68fa7a101e209131cea80e17 |
| RadFormer | 92.1 | Not recorded | 68fa7a101e209131cea80e17 |
| TimeSformer | 92 | Not recorded | 68fa72bc1e209131cea583fc |
| Radiologist B | 87.4 | Not recorded | 68fa72bc1e209131cea583fc |
| ResNet50 | 86.7 | Not recorded | 68fa7a101e209131cea80e17 |
| OmniMAE | 85.5 | Not recorded | 68fa7a101e209131cea80e17 |
| InceptionV3 | 84.4 | Not recorded | 68fa7a101e209131cea80e17 |
| GBCNet | 84 | Not recorded | 68fa72bc1e209131cea583fc |
| RadFormer | 84 | Not recorded | 68fa72bc1e209131cea583fc |
| PVTv2 | 83.1 | Not recorded | 68fa72bc1e209131cea583fc |
| DEIT | 82.9 | Not recorded | 68fa7a101e209131cea80e17 |
| DEIT | 82.9 | Not recorded | 68fa72bc1e209131cea583fc |
| PVTv2 | 82.4 | Not recorded | 68fa7a101e209131cea80e17 |
| US-UCL | 80.8 | Not recorded | 68fa72bc1e209131cea583fc |
| ViT | 80.3 | Not recorded | 68fa7a101e209131cea80e17 |
| ViT | 79.6 | Not recorded | 68fa72bc1e209131cea583fc |
| EfficientDet | 78.9 | Not recorded | 68fa72bc1e209131cea583fc |
| Radiologist A | 78.6 | Not recorded | 68fa72bc1e209131cea583fc |
| Faster-RCNN | 75.7 | Not recorded | 68fa72bc1e209131cea583fc |
| RetinaNet | 74.9 | Not recorded | 68fa7a101e209131cea80e17 |
| EfficientDet | 73.9 | Not recorded | 68fa7a101e209131cea80e17 |
| InceptionV3 | 73.4 | Not recorded | 68fa72bc1e209131cea583fc |
| ResNet50 | 71.1 | Not recorded | 68fa72bc1e209131cea583fc |
| VGG16 | 69.3 | Not recorded | 68fa7a101e209131cea80e17 |

### FocusMAE

Accuracy: 96.4. Result ID: 69928e7f3a6c3148490fc12d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Implementation](<https://gbc-iitd.github.io/focusmae>)

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### GLCM-MAE

Accuracy: 94.9. Result ID: 698b6c027a967eddb76e737d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Implementation](<https://github.com/ChetanMadan/GLCM-MAE>)

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

### AdaMAE

Accuracy: 94.7. Result ID: 69928e7f3a6c3148490fc12c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d482.md>)

[Implementation](<https://www.sota2.com/github.com/wgcban/adamae>)

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### VideoMAEv2

Accuracy: 94.2. Result ID: 69928e7f3a6c3148490fc12b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f171e209131cea43db1.md>)

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### MAE

Accuracy: 92.8. Result ID: 698b6c027a967eddb76e737b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

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

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

### Video-Swin

Accuracy: 92.5. Result ID: 69928e7f3a6c3148490fc128.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26be4.md>)

[Implementation](<https://github.com/SwinTransformer/Video-Swin-Transformer>)

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### VidTr

Accuracy: 92.4. Result ID: 69928e7f3a6c3148490fc12a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf43.md>)

[Implementation](<https://github.com/facebookresearch/SlowFast/blob/master/projects/x3d/README.md>)

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### GBCNet

Accuracy: 92.1. Result ID: 698b6c027a967eddb76e7378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33d06.md>)

[Implementation](<https://gbc-iitd.github.io/gbcnet>)

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

### US-USCL

Accuracy: 92.1. Result ID: 698b6c027a967eddb76e7379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37f0a.md>)

[Implementation](<https://gbc-iitd.github.io/usucl>)

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

### RadFormer

Accuracy: 92.1. Result ID: 698b6c027a967eddb76e737a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de91e209131cea3ce0b.md>)

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

### TimeSformer

Accuracy: 92. Result ID: 69928e7f3a6c3148490fc129.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fbb.md>)

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

Recorded evaluation configuration: {"Group":"Video-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### Radiologist B

Accuracy: 87.4. Result ID: 69928e7f3a6c3148490fc11d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

Recorded evaluation configuration: {"Group":"Human Experts","Backbone":null}. This record does not assert independent reproduction.

### ResNet50

Accuracy: 86.7. Result ID: 698b6c027a967eddb76e7370.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

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

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

### OmniMAE

Accuracy: 85.5. Result ID: 698b6c027a967eddb76e737c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea4674e.md>)

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

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

### InceptionV3

Accuracy: 84.4. Result ID: 698b6c027a967eddb76e7372.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

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

### GBCNet

Accuracy: 84. Result ID: 69928e7f3a6c3148490fc125.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33d06.md>)

[Implementation](<https://gbc-iitd.github.io/gbcnet>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### RadFormer

Accuracy: 84. Result ID: 69928e7f3a6c3148490fc127.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de91e209131cea3ce0b.md>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### PVTv2

Accuracy: 83.1. Result ID: 69928e7f3a6c3148490fc124.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b6a.md>)

[Implementation](<https://github.com/whai362/PVT>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### DEIT

Accuracy: 82.9. Result ID: 698b6c027a967eddb76e7376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

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

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

### DEIT

Accuracy: 82.9. Result ID: 69928e7f3a6c3148490fc123.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

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

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### PVTv2

Accuracy: 82.4. Result ID: 698b6c027a967eddb76e7377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b6a.md>)

[Implementation](<https://github.com/whai362/PVT>)

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

### US-UCL

Accuracy: 80.8. Result ID: 69928e7f3a6c3148490fc126.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37f0a.md>)

[Implementation](<https://gbc-iitd.github.io/usucl>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### ViT

Accuracy: 80.3. Result ID: 698b6c027a967eddb76e7375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

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

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

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

### ViT

Accuracy: 79.6. Result ID: 69928e7f3a6c3148490fc122.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

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

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

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"Transformer"}. This record does not assert independent reproduction.

### EfficientDet

Accuracy: 78.9. Result ID: 69928e7f3a6c3148490fc121.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680e1e209131cea19eb9.md>)

[Implementation](<https://github.com/google/automl/tree/master/efficientdet>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### Radiologist A

Accuracy: 78.6. Result ID: 69928e7f3a6c3148490fc11c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

Recorded evaluation configuration: {"Group":"Human Experts","Backbone":null}. This record does not assert independent reproduction.

### Faster-RCNN

Accuracy: 75.7. Result ID: 69928e7f3a6c3148490fc120.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### RetinaNet

Accuracy: 74.9. Result ID: 698b6c027a967eddb76e7373.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

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

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

### EfficientDet

Accuracy: 73.9. Result ID: 698b6c027a967eddb76e7374.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680e1e209131cea19eb9.md>)

[Implementation](<https://github.com/google/automl/tree/master/efficientdet>)

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

### InceptionV3

Accuracy: 73.4. Result ID: 69928e7f3a6c3148490fc11f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### ResNet50

Accuracy: 71.1. Result ID: 69928e7f3a6c3148490fc11e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583fc.md>)

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

Recorded evaluation configuration: {"Group":"Image-based","Backbone":"CNN"}. This record does not assert independent reproduction.

### VGG16

Accuracy: 69.3. Result ID: 698b6c027a967eddb76e7371.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f62f5.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/very_deep/>)

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

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