AI-Powered Surgical Video Analysis
Phase timeline transcription for laparoscopic procedures, with optional tool detection and anatomy segmentation.
Full AI pipeline: input video → phase recognition → tool detection → organ segmentation → structured outputs
Important Disclaimer
For workflow review and navigation only. NOT for clinical decision-making, surgical guidance, or patient diagnosis.
What It Produces
Three output formats to fit your existing workflows and tooling.
Timeline JSON
Contiguous phase segments with start time, end time, phase label, and confidence score. Machine-readable and easily parseable.
{ "phase": "Dissection", "start": 142.3, "end": 301.8, "confidence": 0.94 }Per-Second CSV
Row-by-row output: time_sec, phase, confidence—plus optional tool and anatomy columns when those modules are enabled.
time_sec, phase, confidence, tool_primary 142, Dissection, 0.94, Grasper
Interactive UI
A web-based viewer to review the phase timeline, jump to any segment, and overlay tool/anatomy annotations on the video.
How It Works
Ingest Video
Upload MP4/MKV surgical video via UI or API. Supports full HD and 4K.
Sample Frames
Adaptive frame sampling extracts key frames while managing compute efficiently.
Frame Encoding
A pretrained visual backbone converts frames to rich feature representations.
Temporal Modeling
A sequence model (Transformer/LSTM) predicts surgical phase for each frame using temporal context.
Tool Detection (Optional)
A secondary classifier identifies surgical instruments per frame with bounding boxes.
Anatomy Segmentation (Optional)
Pixel-level segmentation model delineates anatomical structures and organs.
Post-processing
Smoothing, confidence calibration, and segment merging produce clean, structured output.
Deployment Options
Local / On-Premises
Fully air-gapped deployment on your own hardware. No data leaves your facility.
Private Cloud
Deploy in your AWS, GCP, or Azure VPC with your security controls and access policies.
Containerized UI
Docker Compose stack includes the inference server, video processor, and web UI—spin up in minutes.
What's included in every deployment
Reminder: For workflow review and navigation only. NOT for clinical decision-making, surgical guidance, or patient diagnosis.
See it in action
Schedule a demo and we'll walk you through the pipeline with sample surgical video data.