This repository provides a structured collection of seminal and influential deep learning papers focused on image classification, organized chronologically. It includes performance benchmarks on ImageNet (Top-1 and Top-5 accuracy) for referenced models like VGG, GoogleNet, and ResNet. The list is intended as a learning resource for beginners entering computer vision and deep learning.