security / retail
Face analysis
Access control, customer verification, and targeted search across thousands of frames — one embedding API.
recognition · embeddings
Vision systems we've shipped.
Each one runs in production. Each started as somebody's hard problem.
media / licensing
Brand recognition
Logo detection for usage-rights checks, campaign verification, and ad-placement analytics at scale.
detection · gcp
platforms
Content moderation
Robust NSFW filtering for user-generated content — hostings, social platforms, and print services.
classification · gcp
agriculture / sorting
Coffee bean classification
Defect detection across 20+ classes from combined NIR+RGB data, 98.7% accuracy — real-time on CPU inside a sorting machine.
classification · nir+rgb
automotive
Car background removal
Catalog-ready car cutouts with natural shadows for dealerships and car media — no designer in the loop.
segmentation · compositing
medical
X-ray skull analysis
Networks trained on 100k+ samples trace 100+ landmarks with better-than-human accuracy — response time cut from days to seconds.
landmarks · tensorflow
medical
Aneurysm segmentation
Automatic diagnostics on CT and MRI: 3D U-Net over DICOM volumes, ~100M voxels processed in ~10 seconds on GPU.
3d segmentation · dicom
smart city / edge
Traffic monitoring
Real-time parking and vehicle tracking on a Raspberry Pi — free-space measurement down to vehicle size, six object classes.
detection · embedded
search / data
Near-duplicate search
Sub-second retrieval against 100M+ images with a 1–2 KB descriptor per image — built on visual words, scales horizontally.
visual search
embedded / iot
IR human monitoring
Detection and tracking in 80×60 IR imagery at 95%+ accuracy — custom SSD on embedded hardware, with sensor-array stitching.
tracking · embedded
agriculture / robotics
Robotic plant trimming
Stereo RGB + ToF depth feed a cascade of networks that segment plants, find leaves, and plan cutting trajectories for a robot arm.
segmentation · 3d
agriculture
Crop quality scoring
Detects sugar beet in truck beds and regresses dirt, top, haulm, and wilt rates — shipped as a Python package for production.
regression
fintech / ocr
Receipt recognition
Custom extraction on top of Google Vision OCR, built on GCP — handles shadows and bad prints, cutting manual entry dramatically.
ocr · gcp
consumer / retail
Wine recognition
Label recognition over a large wine database — boutique apps, retail malls, automatic stocktaking.
classification · search
fashion / retail
Fashion recognition
Apparel and accessory recognition for stocktaking, dress-code checks, and demand analytics.
classification · gcp
search / data
Image labelling
High-throughput classification and metadata generation for sorting pipelines and image search engines.
classification · metadata
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