Organ & tumor segmentation
Integrated segmentation of organs (liver, biliary, pancreas) together with tumors.
Gastroenterology AI Custom Development
We provide custom development of gastroenterology AI using CT imaging (hepatobiliary-pancreatic organs and the GI tract) — from problem framing and PoC through model development, validation, and SaMD readiness. From early detection of intractable cancers to organ/tumor segmentation, we build to fit your challenge.
What is gastroenterology AI custom development?
Gastroenterology AI custom development is a service in which a specialist company designs, builds, and validates AI — for organ/tumor segmentation and tumorous-lesion detection on images such as CT. Kewel is working on hepatobiliary-pancreatic CT integrated tumor detection and GI-tract CT tumor detection, and develops it together with our in-house specialist physicians.
Modalities
CT (contrast / non-contrast)
Target diseases (examples)
Modalities beyond CT are considered per challenge.
- Hepatocellular carcinoma (HCC) / liver metastasis
- Intrahepatic / extrahepatic cholangiocarcinoma, gallbladder cancer
- Pancreatic cancer (PDAC) / pancreatic cystic neoplasm
- Esophageal and gastric cancer
- Small-bowel tumors and colorectal cancer
- Other digestive-organ lesions
What we build on commission
Tumorous-lesion detection
AI that detects tumorous lesions from CT, helping prevent missed lesions and supporting early detection.
Multi-phase CT integration
Model design that integrates multi-phase contrast CT (arterial, portal, equilibrium).
Data design & annotation
Precise annotation and dataset construction under the supervision of our in-house specialist physicians.
Kewel's strengths in this domain
- High-accuracy models based on state-of-the-art medical-image segmentation
- A novel AI model for hepatobiliary-pancreatic micro-tumor segmentation (patent in preparation)
- Work toward integrated diagnostic support spanning the hepatobiliary-pancreatic organs and the GI tract
- Collaboration with our in-house gastroenterology and radiology physicians
Frequently Asked Questions
- Can you handle modalities other than CT (MRI, endoscopy)?
- We consider it based on the problem and the nature of the data. Please consult us with the data you have.
- Can we commission just segmentation?
- Yes. We take on work by task — detection, classification, segmentation, and so on.
- Can you work toward SaMD?
- We design and develop with explainability and SaMD readiness in mind. For regulatory affairs, we currently work with a regulatory CRO (contract research organization).
Custom development in other clinical domains
Looking for a medical AI development partner?
We can start from problem scoping and a PoC. Please feel free to get in touch.