Deep Learning | Signal Syntax Blog

October 1, 2026 Computer Vision

Can a Segmentation Model Catch Mistakes in Its Own Training Labels?

A nuclei segmentation pipeline on public microscopy data, from checking the hand-drawn masks to a web app that runs on a CPU, and what the trained model found in the labels it learned from.

Computer Vision Image Segmentation Data Labeling Transfer Learning Model Evaluation ONNX PyTorch Deep Learning Microscopy

September 15, 2026 Explainable AI

Explainable AI for Graph Neural Networks: Example Use of CAM and Grad-CAM

Class activation maps are almost always explained on images. This post applies CAM and Grad-CAM to a spatio-temporal graph network for human skeleton data, with the math, PyTorch code, and the architecture detail that decides whether the two methods give the same answer.

Explainable AI Graph Neural Networks Graph Convolutional Networks Class Activation Map Human Pose Estimation Grad-CAM PyTorch Skeleton Data Human Activity Recognition Human Action Recognition Deep Learning