Senior Computer Vision Engineer

Descripción

Resumen del Puesto: Necodex seeks a Senior Embedded Computer Vision Engineer with expertise in low-level C development for high-performance, production-grade computer vision applications on Axis cameras. Puntos Destacados: 1. Develop and deploy ACAP applications in C for Axis cameras. 2. Write highly optimized C code under strict CPU, memory, and thermal constraints. 3. Integrate lightweight models using TensorFlow Lite or ONNX Runtime. **Necodex busca Sr Computer Vision Engineer en Hermosillo, Sonora** ------------------------------------------------------------------- **Senior Embedded Computer Vision** ----------------------------------- **Engineer (C / Axis ACAP / Edge AI)** -------------------------------------- **Overview** ------------ We are seeking a Senior Embedded Computer Vision Engineer with deep expertise in low\-level C development on constrained edge devices, specifically Axis Communications cameras (M31xx / M1055\-L series) using the ACAP SDK. This role is focused on building high\-performance, production\-grade computer vision applications running directly on\-camera, not in the cloud. You will be working at the intersection of: Embedded systems Computer vision CPU/Memory efficient programming This is not a research role we are looking for engineers who can ship reliable, optimized, production code under real\-world constraints. Applications without demonstrable C\-based Embedded or edge computer vision experience will not be considered. **Key Responsibilities** ------------------------ **1\. Edge Computer Vision Development** ---------------------------------------- Develop and deploy ACAP applications in C for Axis cameras (M1055\-L or M31XX class devices) Implement person detection, anon\-reID, tracking, and counting Integrate with Axis Camera Application Platform (ACAP) APIs **2\. Performance\-Critical Systems Programming** ------------------------------------------------- Write highly optimized C code under strict CPU, memory, and thermal constraints Ensure low\-latency (\<100ms) processing pipelines Optimize for ARM architectures (proprietary Axis ARTPEC\-8/9\) **3\. Video Pipeline Integration** ---------------------------------- Work directly with: * H.264/H.265 streams * VAPIX / Axis APIs * GStreamer pipelines (where applicable) \-Handle frame acquisition, decoding, and processing efficiently **4\. AI / Inference Integration** ---------------------------------- Integrate lightweight models using: * TensorFlow Lite (preferred) * ONNX Runtime (if feasible on device) * Axis Larod (experience strongly preferred) * Optimize inference performance and memory usage **5\. Object Detection \& Tracking** ------------------------------------ Implement or integrate: * YOLOv5/v8 (quantized/pruned) * Custom lightweight detection models Build tracking pipelines (e.g., SORT, DeepSORT, centroid tracking, LTSM backprop network\-based) **6\. Object Detection \& Tracking** ------------------------------------ Very basic web frontend development; more HTML than use of a JavaScript library **7\. Edge Eventing \& Integration** ------------------------------------ Publish events via: \-HTTP/REST \-MQTT Ensure reliable, secure, and low\-bandwidth communication **8\. Deployment \& Lifecycle Management** ------------------------------------------ Package and deploy ACAP applications using our build tools (aka Jenkins). Debug directly on\-device (SSH, logs, profiling tools). Handle firmware compatibility and updates **Required Skills \& Experience** --------------------------------- **Core** -------- Expert\-level C programming (10\+ years strongly preferred) Strong experience in embedded Linux systems Proven work with AI vibe coding tools (Cursor or Windsurf preferred, bring your own) Computer Vision Practical experience implementing: o Object detection, tracking o Video analytics pipelines Experience optimizing models for edge deployment **Axis / ACAP (Highly Preferred)** ---------------------------------- **Experience with:** -------------------- o Axis ACAP SDK o Axis VAPIX APIs o Axis Larod framework Prior work deploying directly to Axis cameras is a major advantage **Performance Optimization** ---------------------------- ARM optimization (NEON, SIMD), Memory\-constrained programming, Profiling and performance tuning **AI / ML Integration** ----------------------- TensorFlow Lite or similar edge inference frameworks Model quantization and pruning techniques **Nice\-to\-Have Skills** ------------------------- * Experience with GStreamer pipelines. Experience with OpenCV (optimized usage only), * Knowledge of RTSP / video streaming protocols, * Experience with MQTT\-based architectures, * Familiarity with Kubernetes / cloud backends (for integration context), * Experience with security on edge devices (TLS, certs, auth) **Nivel de educación deseada:** Superior \- titulado **Nivel de experiencia deseada:** Nivel Experto **Función departamental:** Tecnología / Internet **Industria:** Desarrollo de Software / Programación **Habilidades:** * Computer Vision * Embedded * C programming * Embedded Linux Systems * Vibe Coding *Esta vacante viene de la bolsa de empleo Talenteca.com:* *https://www.talenteca.com/anuncio?j\_id\=69b9cd533d000030005160da\&source\=indeed*