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Course Team

Project Mentors

Projects List

Computer Vision–Based Identification of Esophageal Mucosa in Heller Myotomy Videos

Identification of the Esophageal Mucosa in Heller Myotomy Procedures

High Difficulty

Computer Vision–Based Assessment of Hiatal Hernia Size from Surgical and Endoscopic Videos

Hiatal Hernia Size

High Difficulty

Computer Vision–Based 3D Measurement and Spatial Quantification from Laparoscopic Videos

Measurements

High Difficulty

שילוב GenAI ו-Foundation Models בניתוח תמונות רדיולוגיות (MRI/CT) לשיפור פרוגנוזת סרטן.

Radiomics 9

Long-term

GenAI, AI, Microscopy, MTS Clustering, Cancer

Framework מונחה AI לבחירת גנים מועמדים בסרטן השד. שימוש במודלים גנומיים (Enformer) וניתוח רשתות.

Multi-omics 7

Long-term

AI, GenAI, Microscopy, MTS Clustering, Cancer

Computer Vision–Based Identification of Esophageal Mucosa in POEM (Peroral Endoscopic Myotomy) Procedures

Identification of the Esophageal Mucosa in POEM Procedures

High Difficulty

Computer Vision–Based Identification of Lymph Nodes in Surgical and Endoscopic Videos

Lymph Node Identification

High Difficulty

Computer Vision–Based Detection of the Critical View of Safety (CVS) in Laparoscopic Cholecystectomy Videos

Critical View of Safety

High Difficulty

חקירת מנגנון צמיחת שורשים (Root Growth) בביולוגיה צמחית באמצעות ניתוח MTS ו-Foundation Models.

Cellomics 2P

Long-term

AI, GenAI, Microscopy, MTS Clustering, Cancer

פיתוח Foundation Model ו-GenAI לפתולוגיה דיגיטלית: ניתוח Whole-Slide Images (WSI) וקישור לגנים.

Pathomics 9

Long-term

AI, GenAI, Microscopy, MTS Clustering, Cancer

Computer Vision–Based Identification of Abdominal Wall Layers During Entry with an Optical Trocar

Identification of Abdominal Wall Layers During Entry with an Optical Trocar

High Difficulty

Computer Vision–Based Detection and Tracking of Surgical Gauze in Operative Videos

Gauze detection

Moderate to High Difficulty

Tuning של LLMs לספרדית-לאדינו, כולל טרנסקריפציה מאותיות עבריות (ראשי) ללטינית.

NLP -Ladino

Long-term

AI, GenAI, Microscopy, MTS Clustering, Cancer

חקירת נדידת תאי סרטן (Motility) וגרורות באמצעות ניתוח סדרות זמן מולטי-וריאטיות (MTS).

Cellomics 8

Long-term

AI, GenAI, Microscopy, MTS Clustering, Cancer

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Register to the Project

Python knowledge (1-low 5-high)
PytorchTF (1-low 5-high)
OpenCV knowledge (1-low 5-high)
GenAI knowledge (1-low 5-high)
Cloud knowledge (1-low 5-high)
Docker knowledge (1-low 5-high)
K8s Terraform knowledge (1-low 5-high)
MongoDB knowledge (1-low 5-high)

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