Ultrasound Detection of Subquadricipital Recess Distension
Marco Colussi*, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti
Problem definition
- Context: detecting distended subquadricipital recess (SQR) needed for preventing permanent articular damage in hemofilic patients.
- Problem: no CAD system exists to support the practitioner
- Objective: create a CAD system to support the practitioner in
- Identifying the SQR (green box)
- Classifying the SQR as:
Contribution
Inline code: variable
Code block:
porridge = "blueberry"
if porridge == "blueberry":
print("Eating...")
Detection approach
In-line math: x+y=z
Block math:
f(x)=;(x+4)(x+1)2(x+4)(x−4)
Multi-task approach
In-line math: x+y=z
Block math:
f(x)=;(x+4)(x+1)2(x+4)(x−4)
Dataset
- Data collected from 208 hemophilic patients aged 44 ± 18.6
- Images selected and annotated by expert radiologist
- Evaluated on 5-fold cross-validation, with patient-based splits
Conclusion and future works
Dataset
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Ultrasound Detection of Subquadricipital Recess Distension Marco Colussi*, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti