Capabilities the platform draws from
Detection, segmentation, classification, anomaly detection, tracking, depth, and synthetic data. We pull from this stack for your build, so you don't pick the technique. We do.
Instance & Semantic Segmentation
Traces the exact pixel-level outline of an object so you can measure precise area, perimeter, and volume.
Binary masks and X/Y polygon arrays.
Object Detection
Locates specific features in an image, draws bounding boxes around them, and counts distinct instances.
Class labels and [x_min, y_min, x_max, y_max] box coordinates.
Image Classification
Applies a high-level label to an entire image without isolating spatial locations. Built for rapid triage.
A dictionary of classes with confidence scores.
Keypoint Detection (Pose)
Locates predefined landmarks on an object such as joints, corners, and structural points.
Ordered arrays of X/Y landmark coordinates.
Anomaly Detection
Learns what "normal" looks like from pristine images and flags deviations. No defect annotations needed, just show it what good looks like.
Anomaly score (0–1) and deviation heatmaps.
Multi-Object Tracking
Adds memory to object detection so the same object keeps a persistent ID as it moves across video frames.
Box coordinates, labels, and persistent Track IDs.
3D Vision & Depth
Translates 2D inputs into physical volume and real-world spatial distance from a single photo.
Depth maps and colored 3D point clouds (PLY).
Generative & Synthetic Data
Synthesizes photorealistic training examples for the rare defects your real dataset can't cover, using Flux, SDXL, and SD 3.5.
High-resolution generated image files.
Image Restoration
Denoises, sharpens, and re-lights low-quality inputs before they hit your inspection model. Powered by Real-ESRGAN.
Upscaled, normalized, high-contrast image files.
Not sure which capability fits your workflow?
Send 20 to 50 of your existing photos and I'll send back a one-page report on what's reliably catchable today, what's hard, and which capabilities a custom build would draw from.
Free assessment