AI Paper Review & Model Code Implementation

Entire Paper Review Notion Link: Notion

3D Vision (Spherical Model) / Medical AI

Spherical CNNs

Paper Review: Notion

SPHARM-Net: Spherical Harmonics-Based Convolution for Cortical Parcellation

Paper Review: Notion
PyTorch Code: SPHARM-Net

Transformer Based Vision Model

Attention Is All You Need

Paper Review: Notion

An Image is Worth 16x16 Words - Transformers for Image Recognition at Scale

Paper Review: Notion
PyTorch Code: ViT

Learning Transferable Visual Models From Natural Language Supervision

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PyTorch Code: CLIP

End-to-End Object Detection with Transformers

Paper Review: Notion
PyTorch Code: DETR

DEFORMABLE DETR: DEFORMABLE TRANSFORMERS FOR END-TO-END OBJECT DETECTION

Paper Review: Notion
PyTorch Code: Deformable-DETR

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Paper Review: Notion
PyTorch Code: Swin-Transformer

Multi-Modal Fusion Transformer for End-to-End Autonomous Driving

Paper Review: Notion
PyTorch Code: Transfuser

Generative Model

Denoising Diffusion Probabilistic Models

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Base Computer Vision Model

YOLO Series

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YOLO v1 PyTorch Code: YOLO v1
YOLO v2 PyTorch Code: YOLO v2
YOLO v3 PyTorch Code: YOLO v3

Fully Convolutional Networks for Semantic Segmentation

Paper Review: Notion
PyTorch Code: FCN

U-Net: Convolutional Networks for Biomedical Image Segmentation

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PyTorch Code: U-Net

Objects as Points

Paper Review: Notion