A comprehensive collection of paper reviews, implementations, and presentations in Computer Vision, Deep Learning, and Related Fields.
- Convolutional Neural Networks
- Natural Language Processing
- 3D/Visual Geometry
- Graph Neural Networks
- Recommender Systems
- Visual Localization
- Visual Place Recognition
- Contrastive Learning
- Novel View Synthesis
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LeNet (1998) - First Successful CNN Architecture
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AlexNet (2012) - Deep Learning Revolution
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ResNet (2015) - Revolutionary Deep Architecture
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PoseNet (2016) - Camera Pose Estimation
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U-Net (2015) - Biomedical Image Segmentation
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Additional Architectures
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Structure from Motion
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Reprojection Topics
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Core GNN Concepts
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Graph Attention Networks
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Graph Convolutional Networks
- Implementation Approaches
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Introduction
- Introduction to Camera Pose Estimation with Deep Learning
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Visual Navigation
- Neural Topological SLAM for Visual Navigation
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Evolution of End-to-End Visual Localization
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2015-2017 - Bayesian PoseNet, LSTM-Pose, VidLoc, Hourglass-Pose
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2017-2019 - PoseNet2, AtLoc
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2021 - CaTiLoc
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Hierarchical Methods
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Covisibility-based Clustering (2022)
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Global Instance Recognition (2022)
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Coarse to Fine Localization (2019)
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NetVLAD
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Patch-NetVLAD
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Unsupervised/Self-supervised Learning
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Simple Framework
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Momentum Contrast
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Prototypical Contrastive Learning
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Supervised Learning
- Supervised Contrastive Learning
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NeRF (2020)
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AI-based 3D Reconstruction
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Instant NeRF (2022)
- 📄 Original Paper
- 📺 Video Review/Tutorial
- 📊 Presentation Slides
- 💻 Implementation/Code
- 🔍 Additional Resources
Feel free to open issues or PRs if you want to add more paper reviews or suggest improvements!
📝 Note: Each paper review includes comprehensive analyses, implementations, and supplementary materials in Korean and English. This repository is continuously updated with new papers and implementations.