# Osteoarthritis severity prediction on OA Kaggle dataset

Source: [Osteoarthritis severity prediction on OA Kaggle dataset](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset>)

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

Data updated: 2026-02-26T05:52:41.417Z

Evaluation of model performance for predicting Osteoarthritis severity using the OA Kaggle dataset.

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 | Osteoarthritis severity prediction |
| Dataset (including any stated split) | OA Kaggle dataset |
| Metric | Micro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Micro F1](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=Micro%20F1>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Cohen's Kappa](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=Cohen%27s%20Kappa>): Higher is better; unit: PERCENT.

- [AUC (Class 1 vs 2)](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=AUC%20(Class%201%20vs%202)>): Higher is better; unit: PERCENT.

- [AUC (Class 2 vs 3)](<https://www.sota2.com/research/sota/osteoarthritis-severity-prediction-on-oa-kaggle-dataset.md?metric=AUC%20(Class%202%20vs%203)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Ours w/o Hierarchical Att | 83.27 | Not recorded | 68fa6c2d1e209131cea32963 |
| Ours | 82.65 | Not recorded | 68fa6c2d1e209131cea32963 |
| Ours w/o Attention | 81.26 | Not recorded | 68fa6c2d1e209131cea32963 |
| Ours w/o temporal (TCN+MMD) | 78.44 | Not recorded | 68fa6c2d1e209131cea32963 |
| Ensemble | 74.05 | Not recorded | 68fa6c2d1e209131cea32963 |
| SE block | 73.36 | Not recorded | 68fa6c2d1e209131cea32963 |
| CNN + Ordinal loss | 68.65 | Not recorded | 68fa6c2d1e209131cea32963 |
| MobileNetV2 | 51.04 | Not recorded | 68fa6c2d1e209131cea32963 |
| DeepKnee | 39.56 | Not recorded | 68fa6c2d1e209131cea32963 |

### Ours w/o Hierarchical Att

Micro F1: 83.27. Result ID: 698eea9b3a6c314849f36124.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

Recorded evaluation configuration: {"hierarchical\_attention":false}. This record does not assert independent reproduction.

### Ours

Micro F1: 82.65. Result ID: 698eea9b3a6c314849f36125.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

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

### Ours w/o Attention

Micro F1: 81.26. Result ID: 698eea9b3a6c314849f36123.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

Recorded evaluation configuration: {"attention":false}. This record does not assert independent reproduction.

### Ours w/o temporal (TCN+MMD)

Micro F1: 78.44. Result ID: 698eea9b3a6c314849f36122.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

Recorded evaluation configuration: {"temporal":false}. This record does not assert independent reproduction.

### Ensemble

Micro F1: 74.05. Result ID: 698eea9b3a6c314849f36120.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e3e6.md>)

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

### SE block

Micro F1: 73.36. Result ID: 698eea9b3a6c314849f3611f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Module":"Squeeze-Excitation block"}. This record does not assert independent reproduction.

### CNN + Ordinal loss

Micro F1: 68.65. Result ID: 698eea9b3a6c314849f3611e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

Recorded evaluation configuration: {"Loss":"Ordinal loss"}. This record does not assert independent reproduction.

### MobileNetV2

Micro F1: 51.04. Result ID: 698eea9b3a6c314849f3611d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65811e209131cea0a9a1.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/slim/nets/mobilenet>)

Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction.

### DeepKnee

Micro F1: 39.56. Result ID: 698eea9b3a6c314849f36121.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32963.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bf1e209131cea00acc.md>)

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

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