Senior computer vision development talent and rates in Dental & Veterinary
Senior computer vision development engineers serving dental & veterinary run roughly $150–$220/hr. Stack realities for this combination: Dentrix/Eaglesoft + Carestream imaging + Stripe — common integrations: Dentrix + Eaglesoft + Open Dental, AVImark + ezyVet vet software, Carestream + Patterson imaging. Imaging-AI for caries/perio detection; voice-charting
What computer vision development actually requires in 2026
2026 CV stack: PyTorch + Ultralytics YOLOv8/v11 for detection, Segment Anything Model (SAM) for segmentation, OpenCV for traditional pipelines, ONNX Runtime for cross-platform deploy, TensorRT for NVIDIA edge, Core ML for iOS, ML Kit for Android. Data: Roboflow, Labelbox, V7. CV engineers need PyTorch fluency, dataset curation skills, and deployment-target awareness (edge CPU vs cloud GPU vs phone NPU). Generic ML engineers without CV depth typically over-engineer training pipelines and under-deliver on real-world robustness (occlusion, lighting, scale).