CMU 16824

Visual Learning & Recognition Fall 2025

Introduction

GitHub link: CMU16824-VLR

Homework 1: Multi-class object classification

  • mAP
  • tSNE vs. PCA
  • ResNet vs EfficientNet vs RegNet
  • What is FPN (Feature Pyramid Network)?
  • RPN (Region Proposal Network), Fast R-CNN, and Mask R-CNN
  • NMS (Non-Maximum Suppression)
  • focal loss

(Under construction)