Senior Software Engineer-Computer vision

Stryker

Gurugram District

On-site

INR 1,400,000 - 2,200,000

Full time

6 days ago
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Job summary

Stryker is seeking a Computer Vision/AI Engineer to research, architect, and deploy state-of-the-art vision models for high-throughput, low-latency pipelines.

You will work on real-time object detection, multi-class classification, tracking, and instance segmentation, bridging applied research with edge/cloud production engineering—experimenting with vision backbones, ViTs, and multimodal architectures while optimizing inference speed for real-world constraints.

Qualifications

  • 5+ years of work experience in software/computer vision or related fields.
  • Advanced degrees acceptable with corresponding industry experience.
  • PhD with 2+ years of relevant work experience also considered.

Responsibilities

  • Evaluate, benchmark, and adapt frontier vision architectures (YOLO, R-CNN, ViTs).
  • Design, train, and fine-tune CV models using PyTorch and TorchVision.
  • Architect data preprocessing, augmentation and annotation workflows.
  • Optimize models for latency/throughput with TensorRT/ONNX/DeepStream.
  • Apply model compression including quantization and distillation.
  • Implement active learning loops and monitoring for data drift in production.

Skills

Python
PyTorch
OpenCV
NumPy
MLOps
Communication

Education

Bachelor's degree in Software Engineering/CS
Master's degree in relevant disciplines
PhD in relevant disciplines

Tools

TensorRT
ONNX Runtime
DeepStream
TorchVision
GStreamer
FFmpeg

Job description

We are seeking a Computer Vision/AI Engineer to research, architect, and deploy state-of-the-art vision models for high-throughput, low-latency computer vision pipelines. In this role, you will work on problems spanning real-time object detection, multi-class classification, tracking, and instance segmentation. You will bridge cutting-edge applied research with edge/cloud production engineering—experimenting with advanced CNN backbones, Vision Transformers (ViTs), and multimodal architectures while optimizing inference speed for real-world constraint.

Technical Responsibilities
  • Evaluate, benchmark, and adapt frontier vision architectures (e.g., YOLO variants, R-CNN, ViTs, Transformers, MobileNet backbones).
  • Design, train, and fine-tune computer vision models using PyTorch, TorchVision etc.
  • Architect data preprocessing, augmentation and annotation workflows for imbalanced and noisy visual datasets.
  • Optimize deep learning models for strict latency/throughput budgets using TensorRT, ONNX Runtime, DeepStream etc.
  • Apply model compression techniques including post-training quantization (INT8/FP16) and knowledge distillation.
  • Implement active learning loops and continuous monitoring systems to track data drift and edge-case model failures in production.
Minimum Qualification
  • Bachelor's degree in software engineering/ Computer Science or related discipline with 5+ years of work experience or Master’s in relevant disciplines with 5+ years of experience or PhD degree in relevant disciplines with 2+ years of work experience.
Preferred Qualifications
  • 5+ years hands-on experience designing and training computer vision models in production or applied research environments.
  • Proficiency in Python and PyTorch (or TensorFlow); solid foundation in OpenCV and NumPy.
  • Proficiency in end-to-end MLOps practices.
  • In-depth theoretical and practical grasp of
    • Classic & modern CNNs (ResNet, EfficientNet, ConvNeXt).
    • Vision Transformers & attention mechanisms (ViT, Swin, DETR, RT-DETR).
    • Modern real-time detector architectures (YOLO*, RT-DETR, SSD).
  • Excellent communication skills with the ability to work cross-team.
Good to have

Experience with video streaming protocols and pipelines (RTSP, WebRTC, GStreamer, FFmpeg, or NVIDIA DeepStream).

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