Computer Vision Engineer
Posted 10ds ago
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Job Description
Computer Vision Engineer developing and improving sports video intelligence models for football technology company SumerSports. Responsibilities include CV modeling, experimentation, and collaboration within the data platform team.
Responsibilities:
- Build and train CV models for sports video: player/ball detection, multi-object tracking, pose/keypoints, event/action recognition, identity association (re-ID).
- Own the experimentation loop: hypotheses → ablations → error analysis → measurable improvements.
- Design and maintain evaluation: task-appropriate metrics (e.g., MOT metrics, keypoint accuracy, event precision/recall), dataset slices, and failure taxonomy.
- Improve data efficiency: augmentations, sampling strategies, handling label noise, weak/self-supervision where helpful.
- Prototype and iterate on modern architectures (e.g., transformer-based detection/tracking, temporal models, multi-task setups).
- Collaborate on dataset + labeling design: formats, schemas, tooling, versioning.
- Help productionize models: packaging, batch/stream inference patterns, throughput/latency tradeoffs, robustness checks.
- Add lightweight quality gates: reproducibility, automated eval, regression detection.
Requirements:
- Strong applied CV experience with hands-on model development (not just running existing repos).
- Solid PyTorch skills: training loops, debugging, data pipelines for vision workloads, DDP basics.
- Comfort with video CV fundamentals: occlusion, identity switches, temporal consistency, calibration, domain shift.
- Strong Python engineering and a bias toward measurable outcomes.
- Nice-to-have (Bonus): Sports video CV or adjacent domains (multi-agent tracking, pose, crowded scenes).
- Experience with video tooling (FFmpeg), efficient dataset formats (WebDataset/shards), or streaming/batching to GPUs.
- MLOps/production experience: model packaging, CI for training/eval, serving (Triton/TorchServe), monitoring.
Benefits:
- Comprehensive health insurance plan
- Retirement savings plan (401k) with company match
- Generous paid holiday schedule - 13 in total including Monday after the Super Bowl
- Remote working environment
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