An Explainable Plane-Wise ConvNet Approach for Detecting Femoral Head Osteonecrosis from Magnetic Resonance Images
Şükrü Demir, Mehmet Vural, Buğra Can, Fatih Demir, Abdulkadir Sengur · 2026
Read An Explainable Plane-Wise ConvNet Approach for Detecting Femoral Head Osteonecrosis from Magnetic Resonance Images by Şükrü Demir, Mehmet Vural, Buğra Can, Fatih Demir, Abdulkadir Sengur (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13203189.txt.
Description
Şükrü Demir and four co-authors build an explainable vision system in 2026 for spotting hip bone death on MRI scans. The condition kills the ball of the thigh bone when blood flow fails, and early signs on scans are faint. Missing the stage risks collapse of the joint.
Their network reads each scan plane separately, axial and coronal, and sorts cases into early versus late stages by a standard scale. A modern backbone does the feature work, with training tricks to counter class imbalance and a tuned threshold to avoid missing late cases. Heat maps show where the model looked, answering the trust problem that dogs medical AI.
Catalog record
| CREATOR | Şükrü Demir, Mehmet Vural, Buğra Can, Fatih Demir, Abdulkadir Sengur |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 45 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |