Toward Panoptic Perception: Detection, Tracking, and Segmentation in Real-Time
· 2 min read
I recently deployed three deep learning models covering three core perception tasks — all running simultaneously in real-time on a single GPU.
2 posts tagged with "Segmentation"
Semantic and instance segmentation
View All TagsAccelerating FCN Segmentation from 2000ms to 32ms (0.5 FPS → 31 FPS)
· 3 min read
This post outlines how I optimized a Fully Convolutional Network (FCN) segmentation pipeline — from 0.5 FPS (~2000ms per frame) to 31 FPS in real-time.