Back to Home
OmniE2E/Tech Blog
Clear filters

Tech Blog

Sharing our technical insights and practical experience in AI vision systems, 3D perception, and indoor spatial intelligence.

Filtered by:#Jetson
Edge AIApril 22, 20267 min read

Deploying Vision Models at the Edge: A Deep Dive into Quantization and TensorRT Optimization

Practical strategies for deploying complex vision models on edge devices while maintaining accuracy. Covers INT8 quantization, TensorRT optimization, and real-world benchmarks on Jetson and Hailo platforms.

#TensorRT#Quantization#Jetson

Categories

  • 3D Vision
  • Computer Vision
  • Edge AI
  • Industry Applications
  • Privacy & Security
  • Robotics

Tags

#3d-reconstruction#human-pose#deep-learning#multi-view#Camera Calibration#Fisheye#Extrinsics#Intrinsics#OpenCV#fisheye#perception#indoor-ai#privacy#TensorRT#Quantization#Jetson#Model Optimization#INT8#elderly care#fall detection#safety monitoring#healthcare#assisted living#smart home#industrial safety#PPE detection#workplace safety#manufacturing#warehouse#construction#MOT#ByteTrack#ReID#Kalman Filter#Association#Privacy#Edge Computing#GDPR#Data Minimization#Federated Learning#retail analytics#customer tracking#heatmap#conversion optimization#foot traffic#smart retail#robotics#indoor navigation#autonomous mobile robot#human-robot interaction#semantic mapping#service robot#smart office#workplace analytics#occupancy monitoring#space utilization#meeting room#hot desking