Perception Lead

Neros Technologies

$133K — $187K *
Aerospace & Defense
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 6+ years in computer vision or perception software development, with 2+ years in a leadership role and hands-on contribution.
  • Experience delivering perception software in uncontrolled outdoor environments like unmanned aircraft or autonomous vehicles.
  • Expertise in C++ and Python, particularly for real-time or resource-constrained applications.
  • Depth in classical and learned perception techniques, including tracking and classification networks.
  • Experience deploying neural networks on embedded systems, focusing on accuracy and latency trade-offs.
  • Knowledge of EO and IR/thermal imaging and small-object detection in challenging conditions.
  • Experience with perception evaluation metrics and regression testing against real operational data.

Responsibilities

  • Own the perception architecture and roadmap for all vehicle platforms, ensuring a unified implementation.
  • Lead the perception engineering team through hiring, mentorship, and technical contributions.
  • Deliver reliable detection and tracking in challenging conditions, maintaining target acquisition capabilities.
  • Define and manage perception output contracts, including confidence levels and detection statuses.
  • Drive the transition from classical vision to learned models based on flight data; establish evaluation criteria for performance.
  • Optimize perception software for onboard computing constraints while maintaining accuracy and latency standards.

Benefits

  • Opportunity to lead and grow a specialized engineering team.
  • Involvement in cutting-edge technology with a focus on transitioning to learned models.
  • Competitive equity grants as part of a total compensation package.
  • Engagement with diverse, challenging outdoor environments and missions.
Full Job Description
What you will be doing

The Perception Lead owns the perception stack across all Neros unmanned aircraft, covering detection, recognition, and image-space target tracking from the sensor through to the target track consumed by state estimation and guidance. This role leads a small perception engineering team while contributing directly to the software, and sets the technical direction for the transition from classical computer vision to learned models as flight data justifies it. The Perception Lead is accountable for perception performance under operationally degraded conditions, including long standoff, low light and thermal imaging, cluttered land and maritime backgrounds, occlusion, and loss of communications.
  • Own the architecture, roadmap, and delivery of the perception stack across all vehicle platforms, maintaining a single configurable implementation rather than per-program forks
  • Lead and grow the perception engineering team through hiring, mentorship, and technical review, while continuing to contribute directly as an engineer
  • Deliver detection, recognition, and image-space tracking that hold a designated target and re-acquire it after loss, in clutter, glare, low light, occlusion, and degraded link conditions
  • Define the perception output contract, including calibrated confidence and explicit signaling of suppressed or degraded detection, and set detection operating points jointly with the state estimation and engagement authorization owners
  • Drive the progression from classical computer vision to learned detection and classification, determining when flight data demonstrates that a learned component outperforms the deployed baseline, defining the evaluation criteria and regression cases that decision rests on, and retaining a deterministic fallback
  • Own deployment of perception software to constrained onboard compute, including accuracy and latency trade-offs, optimization for embedded accelerators, and compliance with end-to-end latency budgets

You should have the following
  • 6+ years developing production computer vision or perception software, including 2+ years leading a team or a technical program as a tech lead or engineering manager, with continued hands-on technical contribution
  • Demonstrated delivery of perception software onto a physical system operating in an uncontrolled outdoor environment, such as unmanned aircraft, ground robotics, autonomous vehicles, or aerospace platforms
  • Expert proficiency in C++ and Python, including production experience under real-time or resource-constrained requirements
  • Depth in both classical and learned perception, spanning correlation, template and optical-flow tracking, feature matching and data association, alongside modern detection and classification networks
  • Experience deploying neural networks to embedded accelerators such as NVIDIA Jetson and TensorRT, Qualcomm, Hailo, or equivalent, including quantization and characterization of the resulting accuracy and latency trade-off
  • Working knowledge of EO and IR/thermal imaging, camera calibration, and sensor characteristics, with experience in small-object detection at long range, in low light, or under high dynamic range
  • Experience defining perception evaluation, including dataset and labeling requirements, detection and tracking metrics such as precision, recall, track continuity and identity switches, and regression testing against logged flight or field data
  • Experience selecting detection thresholds and operating points against an explicit cost of false positives versus missed detections in a safety-critical or mission-critical system
  • Familiarity with sensor timing and synchronization, coordinate frames, and uncertainty representation at the interface to state estimation and navigation

Nice to Have
  • Experience selecting and integrating thermal/LWIR sensors, including the imaging trade-offs and procurement constraints that come with them
  • Experience building or operating a data engine for a fleet, covering large-scale log capture, indexing and search, dataset versioning, and labeling operations that feed model training
  • Working familiarity with state estimation and sensor fusion, such as visual-inertial odometry or Kalman filtering, sufficient to reason fluently across the boundary between perception and navigation
  • Experience with flight test or field test operations, including instrumented test articles, range operations, and log recovery

US Salary Range

$133,500 - $187,000 USD

The salary range for this role is an estimate based on a wide range of compensation factors, inclusive of base salary only. Actual salary may vary based on (but not limited to) work experience, education and/or training, critical skills, and/or business considerations. Highly competitive equity grants are considered part of Neros' total compensation package.

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