Smart Imagery Framing and Truthing (SIFT)

The only solution offering fully automated annotation of radiological images

Enable and accelerate Al companies to reach market faster by using Caddie’s annotation platform. Caddie’s SIFTTM annotation platform enables researchers and scientists to collaborate effortlessly by integrating into their workflows.

Overview of SIFT

Caddie’s SIFT™ is the only fully automated annotation tool in the market capable of identifying 66 comorbidities on Chest X-ray and 44 abnormalities on Chest CT simultaneously. Designed specifically for chest X-ray and CT imaging, SIFT™ provides rapid, accurate, fine-grained image labeling and annotation to assist annotators in identifying abnormalities and their corresponding boundaries.

Key Features of SIFT

Providing Initial Type of Abnormalities SIFT™ can automatically detect and classify ROIs into specific types of abnormalities (“Predicted Disease”). It can predict 66 different types of abnormalities and recommend several options if the original prediction score is not high enough. Annotators can easily confirm or reject the type using SIFT’s interface.

Detailed Features :

  • Compliance with Standards: SIFT™ complies with medical standards, with 90% of its disease lexicons matching MedDRA UMLS CUI coding and the remaining 10% aligning with Radiopaedia.
  • Boundary Coordinates: SIFT™ can automatically draw ROI boundaries and predict location coordinates. Annotators can accept or edit the boundaries using the SIFT™ GUI.
  • Storing Annotations: Annotators can store abnormality types, boundary coordinates, confidence scores, and recommended options in editable Excel files. AI developers can use these files along with images to train their models.
  • Batch Processing: SIFT™ can process a large number of CXRs to generate initial locations and boundaries without human intervention.
  • Identifying Additional Abnormalities: SIFT™ automatically identifies and delineates additional abnormal regions and boundaries on chest X-ray images.
  • Confidence Scores: SIFT™ generates confidence scores for each AI-specified ROI and predicted disease.

Fast and efficient

Automatically annotate a batch of images in a fraction of the time. It has capability to simultaneously label and annotate 66 CXR lesions and 44 CT lesions.

Detailed

It generates fine-grained boundaries and precise locations of lesions.

IP Assets

Effective management of these assets is essential for successful corporate collaboration

High Accuracy

There are nine publications proving SIFT’s ninety-three percent accuracy, robustness, description on images, and on texts.

Collaboration

SIFT is capable of annotating comorbidity and seamlessly integrating with the radiologist workflow.

Unique Capability

Multi-modality annotation information includes confidence scores and semantic text for lesion manifestation.

Benefits of Using SIFT™

  • Quality Assurance: SIFT™ is backed by Caddie’s expert radiologists, ensuring high-quality annotations validated by clinical professionals.
  • Cost-Effective: Achieve 50-75% cost savings compared to traditional annotation methods, making it an economical choice for AI developers.
  • Batch Processing: Capable of processing large datasets without human intervention, allowing for quick generation of training and testing sets for AI technologies.
  • User-Friendly Interface: Annotators can easily accept or edit boundaries using SIFT™’s graphic user interface (GUI), streamlining the annotation process.

Challenges Addressed by SIFT™

  • Slow Manual Processes: Traditional annotation methods can be time-consuming, leading to delays in clinical trials. SIFT™ automates this process, significantly speeding up time to market.
  • Human Fatigue: Radiologists often juggle multiple urgent tasks, introducing the risk of human error. SIFT™ reduces the burden on radiologists, minimizing fatigue-related mistakes.
  • Lack of Collaboration Tools: Many radiologists lack the necessary tools for efficient collaboration. SIFT™ provides advanced tools that enhance teamwork across different domains.
Caddie’s SIFT automation does the work in a fraction of time, less expensive and more accurate than its competitors. Fully automated annotation solution which seamlessly integrates with radiologist workflow.

How SIFT™ Benefits You and Tackles Key Challenges

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