Advanced Computer Vision and Machine Learning Software Developer

2 days ago


Kottayam, Kerala, India beBeeSoftware Full time ₹ 1,50,00,000 - ₹ 2,50,00,000
About the Job

We are seeking a highly skilled Software Engineer to join our team. The ideal candidate will have expertise in computer vision and machine learning, with experience in developing and integrating software modules for on-device video capture and processing.

Key Responsibilities
  • C++ Software Modules: Develop and maintain C++ software modules for on-device video capture, preprocessing, inference, and post-processing on Linux.
  • Image Processing Pipelines: Implement classical image processing pipelines (denoise, resize, color space, undistortion) and CV algorithms (keypoints, homography, optical flow, tracking).
  • Distance Estimation: Build and optimize distance estimation from monocular/stereo camera(s) using calibration, geometry, and/or depth-estimation networks.
  • ML Model Integration: Integrate ML models (PyTorch/TensorFlow → ONNX/TensorRT/NNAPI/NPU runtimes) for DMS/ADAS events: drowsiness, distraction/gaze, phone-usage, smoking, seat belt, etc.
  • Real-Time Performance: Achieve real-time targets (FPS/latency/memory) on CPU/GPU/NPU using SIMD/NEON, multithreading, zero copy buffers.
Requirements
  • Modern C++ Experience: 2+ years hands-on in modern C++ on Linux, with strong Git and CMake.
  • Computer Vision Foundations: Solid image processing and computer-vision foundations (camera models, intrinsics/extrinsics, distortion, PnP, epipolar geometry).
  • CV/ML Model Integration: Practical experience integrating CV/ML models on device (OpenCV + ONNX Runtime/TensorRT/NCNN/MediaPipe/NNAPI).
  • Real-Time Pipelines: Experience building real-time pipelines for live video (GStreamer/FFmpeg, RTSP/RTMP, ring buffers), optimizing for latency & memory.


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