A streamlined system for real-time multi-target tracking, morphology extraction, and behavioral quantification with a clean report experience.
A side-by-side view of WormVision AI and an international competitor across feature coverage and recognized parameters.
| Module | WormVision AI | International Competitor |
|---|---|---|
| AI Algorithm | √ | ✕ |
| Continuous Multi-Target Tracking | √ | √ |
| Contour Segmentation and Skeleton Extraction | √ | √ |
| Motion and Morphology Parameter Calculation | √ | √ |
| Real-Time Video Analysis | √ | √ |
| Raw Excel Data Export | √ | √ |
| Temperature Control | √ | ✕ |
| Automatic Multi-Worm Detection | √ | ✕ |
| Automatic Multi-Behavior Recognition | √ | ✕ |
| PDF Report Generation | √ | ✕ |
| Parameter Type | Metric | WormVision AI | International Competitor |
|---|---|---|---|
| Kinematic Parameters | Position Coordinates | √ | √ |
| Instantaneous Speed / Average Speed | √ | √ | |
| Morphological Parameters | Body Length, Body Width | √ | √ |
| Bending Angle | √ | √ | |
| Behavior Analysis Parameters | Omega-Bend Detection | √ | √ |
| Omega-Bend Duration | √ | √ | |
| Coiling Behavior Detection | √ | ✕ | |
| Coiling Behavior Duration | √ | ✕ | |
| Extended/Normal Swing Detection | √ | ✕ | |
| Extended/Normal Swing Duration | √ | ✕ | |
| Pronounced Bending Detection | √ | ✕ | |
| Pronounced Bending Duration | √ | ✕ | |
| Near-Bending Detection | √ | ✕ | |
| Near-Bending Duration | √ | ✕ |
Original footage vs AI-enhanced tracking visualization
High-level summary of biological findings
Raw extracted parameters for all detected individuals
| Worm ID | Frames Tracked | Avg Length (mm) | Avg Width (mm) | Avg Speed (px/s) | Bends | Avg A(-6) (deg) | Avg A(-3) (deg) | Avg A(0) (deg) | Avg A(+3) (deg) | Avg A(+6) (deg) | Avg Bend (deg) |
|---|
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