salluru007 / papers

Introduction

A curated list of papers and articles based off awesome-action-recogntion

Contents

• Action Recognition
• Object Recognition
• Pose Estimation
• Tracking
• ML
• Fine Grained Classification
• Classical CV

Action Recognition

Summary posts

• Deep Learning for Videos: A 2018 Guide to Action Recognition - Summary of major landmark action recognition research papers till 2018
• Literature Survey: Human Action Recognition - Brief human action recognition literature survey of work published between 2014 and 2019.

Object Recognition

Tools

• https://milvus.io/docs/v2.0.x/overview.md

Pose Estimation

ML/DL Basics

• Backpropagation
• Exploding and Vanishing Gradients
• Loss Functions
• Batch Normalization
• Rectifiers
• Inductive Bias
• Logits

Tracking

• Kalman Filter - https://arxiv.org/pdf/1204.0375.pdf

Classical CV

• A tutorial on PCA

Fine Grained Classification

Meta Former - https://arxiv.org/pdf/2203.02751.pdf