Computer Vision Consultant

2 weeks ago

Hyderabad, Telangana, India Prime Verse Technologies Private Limited Full time ₹ 15,00,000 - ₹ 25,00,000 per year

Location: Hyderabad, IndiaAbout the engagementWe're building higher-order safety analytics on an NVIDIA-accelerated edge box (SafeCore) with ViPE on top. We need a senior CV consultant to harden multi-camera ReID linking, stabilize tracking, and add lightweight action cues (e.g., throw, shove, encircle) that feed our CEP/graph detectors.Time: 4–10 hrs/week (flex).Location: Remote with occasional India/US time zone overlap.What you'll doDesign and tune cross-camera ReID pipelines: embedding export, normalization, gallery management, thresholding per zone/time band.Stabilize tracking (ByteTrack / OC-SORT / StrongSORT) and hand-off signals for CEP.Add light action heads (pose+trajectory) for "throw", "shove/push", "handoff", "encircle geometry assist".Optimize for edge: INT8/FP16 deployment (TensorRT/Triton), pruning/quantization, batch & stream concurrency.Define evaluation harness : ROC/PR per zone, re-link rate, ID-switch metrics, latency budget adherence.Advise on data strategy: mining hard negatives, synthetic augmentation, and privacy-safe curation.Must-have5+ years in CV for detection/tracking/ReID; shipped models in production.Strong with PyTorch; experience with TorchReID/FastReID and TensorRT/DeepStream .Tracker tuning (NMS/iou/appearance-matching) and multi-cam association.Performance profiling (Nsight Systems/Compute), real-time constraints.Nice-to-haveCV-CUDA, Triton Inference Server, ONNX export; pose frameworks (RTM-Pose/OpenPifPaf).Experience with privacy-preserving analytics (masking, on-device embeddings).Familiarity with Apache-friendly/open licenses for models & datasets.Deliverables (first 4–6 weeks)ReID linking tuned with zone-specific thresholds + metrics board.Action cues (throw/shove/encircle-assist) producing event confidences ≤30 ms/frame on target GPU.Written calibration & retraining SOP + benchmark report (latency, ID-switch, precision/recall).Selection Criteria:·      Live/Whiteboard/IDE min) around Multi-cam ReID thresholding & linking, Tracker stability & ID-switch control, Lieghtweight "throw" action head and Deployment & profiling·      Take-Home (< 6hours, due in 48h)Share your resume

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