Qureos Mentor

Novus Hi-Tech

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 Position Summary
 
 
 
 We&rsquo;re building safety first video telematics products (ADAS/DMS/driver behavior analytics) that run efficiently on edge devices inside commercial vehicles. You will write modern C++ software, integrate and optimize CV/ML pipelines, and ship reliable, low latency perception features such as driver monitoring and distance estimation from camera feeds.
 
 
 
 
 
 
 
 
 
 Key Responsibilities
 
 
 
 &middot; Own C++ software modules for on device video capture, preprocessing, inference, and post processing on Linux.
 
 
 &middot; Implement classical image processing pipelines (denoise, resize, color space, undistortion) and CV algorithms (keypoints, homography, optical flow, tracking).
 
 
 &middot; Build and optimize distance/spacing estimation from monocular/stereo camera(s) using calibration, geometry, and/or depth‑estimation networks.
 
 
 &middot; Integrate ML models (PyTorch/TensorFlow &rarr; ONNX/TensorRT/NNAPI/NPU runtimes) for DMS/ADAS events: drowsiness, distraction/gaze, phone‑usage, smoking, seat belt, etc.
 
 
 &middot; Hit real time targets (FPS/latency/memory) on CPU/GPU/NPU using SIMD/NEON, multithreading, zero copy buffers.
 
 
 &middot; Write clean, testable C++, CMake builds, and Git based workflows (branching, PRs, code reviews, CI).
 
 
 &middot; Instrument logging/telemetry; debug with gdb/addr2line, sanitize and profile with perf/valgrind.
 
 
 &middot; Collaborate with data/ML teams on dataset curation, labeling specs, training/evaluation, and model handoff.
 
 
 &middot; Work with product &amp; compliance to meet on road reliability, privacy, and regulatory expectations.
 
 
 
 
 
 
 
 
 
 Qualifications
 
 
 
 &middot; B.Tech/B.E. in CS/EE/ECE (or equivalent practical experience).
 
 
 &middot; 2&ndash;3 years in CV/ML or video‑centric software roles. Hands on in
 
 modern C++
 
 on Linux, with strong
 
 Git
 
 and
 
 CMake
 
 .
 
 
 &middot; Solid
 
 image processing
 
 and
 
 computer‑vision
 
 foundations (camera models, intrinsics/extrinsics, distortion, PnP, epipolar geometry).
 
 
 &middot; Practical experience integrating
 
 CV/ML models
 
 on device (OpenCV + ONNX Runtime/TensorRT/NCNN/MediaPipe/NNAPI).
 
 
 &middot; Experience building
 
 real time pipelines
 
 for live video (GStreamer/FFmpeg, RTSP/RTMP, ring buffers), optimizing for
 
 latency &amp; memory
 
 .
 
 
 &middot; Competence in
 
 multithreading/concurrency
 
 , lock free queues, and producer&ndash;consumer designs.
 
 
 &middot; Comfort with
 
 debugging &amp; profiling
 
 on Linux targets.
 
 
 
 
 
 Reporting To: Technical Lead ADAS
 
 
 
 
 
 
 
 
 Requisites:
 
 
 &middot; Experience with
 
 driver monitoring
 
 or
 
 ADAS
 
 features; event logic and thresholding for production alerts.
 
 
 &middot; Knowledge of monocular depth estimation, stereo matching, or structure from motion for
 
 distance estimation
 
 .
 
 
 &middot; Model training exposure (
 
 PyTorch/TensorFlow
 
 ): augmentation, evaluation (precision/recall, ROC/PR), quantization/pruning, conversion to ONNX/TensorRT/NCNN.
 
 
 &middot; Hardware acceleration (GPU/VPU/NPU, Arm
 
 NEON
 
 /DSP), YOLO/RT DETR/Lightweight backbones on edge.
 
 
 &middot; Cross compiling, Yocto/Buildroot, containerized toolchains; unit tests (gtest), static analysis (clang tidy, cppcheck), sanitizers.
 
 
 &middot; Basic familiarity with
 
 MQTT/IoT
 
 , message schemas, and over the air updates.
 
 
 
 
 
 Technical Competency:
 
 
 &middot;
 
 Languages:
 
 C++, Python
 
 
 &middot;
 
 CV/ML:
 
 OpenCV, ONNX Runtime/TensorRT/NCNN/MediaPipe; PyTorch/TensorFlow (for training/eval).
 
 
 &middot;
 
 Video:
 
 GStreamer/FFmpeg, V4L2, RTSP/RTMP.
 
 
 &middot;
 
 Build/DevOps:
 
 CMake, Git, gtest, clang‑tidy, sanitizers; CI/CD (GitHub/GitLab/Bitbucket).
 
 
 &middot;
 
 Debug/Perf:
 
 gdb, perf, valgrind
 
 
 
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Research Engineer (CV/ML)

Join Novus Hi-Tech and explore 1   exciting career opportunities. They're hiring for various roles with options for remote or on-site work. Apply today and become part of their innovative team.

Novus Hi-Tech

ABOUT_COMPANY

Research Engineer (CV/ML)