Awesome AI

Table of Contents

• Image Classification
• Action Classification
• Object Detection
• Image Segmentation
• Image Super Resolution
• Face Recognition
• 3D Reconstruction
• Diffusion
• Meta Learning
• Domain Generalization
• Semi Supervised Learning
• Data Augmentation
• Natural Language Processing
• Computer System for AI
• Util

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Image Classification

Year	Name	Paper	Code
1998	LeNet: Gradient-based learning applied to document recognition	PDF
2012	AlexNet: ImageNet Classification with Deep Convolutional Neural Networks	PDF
2014	VGGNet: Very Deep Convolutional Networks for Large-Scale Image Recognition	PDF
2015	GoogLeNet: Going Deeper with Convolutions	PDF
2016	ResNet: Deep Residual Learning for Image Recognition	PDF
2017	SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size	PDF
2017	DenseNet: Densely Connected Convolutional Networks	PDF
2017	XceptionNet: Deep Learning with Depthwise Separable Convolutions	PDF
2018	MobileNetV1: Efficient Convolutional Neural Networks for Mobile Vision Application	PDF
2018	ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices	PDF
2018	MobileNetV2: Inverted Residuals and Linear Bottlenecks	PDF
2018	NASNet: Learning Transferable Architectures for Scalable Image Recognition	PDF
2018	Squeeze Excitation Network: Squeeze-and-Excitation Networks	PDF
2018	Residual Attention Network: Residual Attention Network for Image Classification	PDF
2019	CBAM: Convolutional Block Attention Module	PDF
2019	MobileNetV3: Searching for MobileNetV3	PDF
2020	RegeNet: Designing Network Design Spaces	PDF
2021	EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks	PDF
2021	Vision Transformer: An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	PDF
2021	DeiT: Training data-efficient image transformers & distillation through attention	PDF
2021	Swin Transformer: Hierarchical Vision Transformer using Shifted Windows	PDF
2012	Pyramid vision transformer: A versatile backbone for dense prediction without convolutions	PDF
2022	ConvNeXt: A ConvNet for the 2020s	PDF
2023	ConvNeXt V2: Co-designing and Scaling ConvNets with Masked Autoencoders	PDF

Action Classification

Year	Name	Paper	Code
2018	Non-local Neural Networks	PDF

Object Detection

Year	Name	Paper	Code
2013	R-CNN: Rich feature hierarchies for accurate object detection and semantic segmentation	PDF
2015	Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	PDF
2016	OHEM: Training Region-based Object Detectors with Online Hard Example Mining	PDF
2016	YOLOv1: You Only Look Once: Unified, Real-Time Object Detection	PDF
2016	SSD(Single Shot Detection): Single Shot MultiBox Detector	PDF
2017	FPN(Feature Pyramids Network): Feature Pyramid Networks for Object Detection	PDF
2017	RetinaNet: Focal loss for dense object detection	PDF
2017	Mask-RCNN: Mask R-CNN	PDF
2018	YOLOv3: An Incremental Improvement	PDF
2018	RefineDet: Single-Shot Refinement Neural Network for Object Detection	PDF
2018	M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network	PDF
2019	Mask scoring r-cnn	PDF
2019	FSFA: Feature selective anchor-free module for single-shot object detection	PDF
2019	Scratchdet: Exploring to train single-shot object detectors from scratch	PDF

Image Segmentation

Segmantic Segmentation

Medical(2D, 3D image)

Year	Name	Paper	Code
2015	U-Net: Convolutional Networks for Biomedical Image Segmentation	PDF
2021	TransUnet: Transformers make Strong Encoders for Medical Image Segmentation	PDF
2021	Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation	PDF
2021	UNETR: Transformers for 3D Medical Image Segmentation	PDF
2023	Medical Image Segmentation via Cascaded Attetnion Decoding	PDF

Image Super Resolution

Year	Name	Paper	Code
2014	SRCNN: Image Super-Resolution Using Deep Convolutional Networks	PDF
2016	Pixel Shuffle: Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network	PDF
2017	Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial	PDF

Face Recognition

Year	Name	Paper	Code
2015	FaceNet: A Unified Embedding for Face Recognition and Clustering	PDF
2018	SphereFace: Deep Hypersphere Embedding for Face Recognition	PDF
2018	CosFace: Large Margin Cosine Loss for Deep Face Recognition	PDF
2018	ArcFace: Additive Angular Margin Loss for Deep Face Recognition	PDF

3D Reconstruction

Year	Name	Paper	Code
2020	NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis	PDF

Diffusion

Year	Name	Paper	Code
2020	Denoising Diffusion Probabilistic Models	PDF

Meta Learning

Metric-based Learning

Year	Name	Paper	Code
2015	SiameseNet: Siamese Neural Networks for One-shot Image Recognition	PDF
2016	MatchingNet: Matching Networks for One Shot Learning	PDF
2017	ProtoNet : Prototypical Networks for Few-shot Learning	PDF
2017	RelationNet : Learning to Compare: Relation Network for Few-Shot Learning	PDF

Model-based Learning

Year	Name	Paper	Code
2016	One-shot Learning with Memory-Augmented Neural Networks	PDF
2017	Meta Networks	PDF

Domain Generalization

Computer Vision

Year	Name	Paper	Code
2021	Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification	PDF

Semi Supervised Learning

Computer Vision

Year	Name	Paper	Code
2020	Noisy Student: Self-training with Noisy Student improves ImageNet classification	PDF
2021	Meta Pseudo Labels	PDF

Data Augmentation

Computer Vision

Year	Name	Paper	Code
2018	Mixup: Beyond Empirical Risk Minimization	PDF
2019	Cutmix: Regularization Strategy to Train Strong Classifiers with Localizable Features	PDF
2019	AutoAugment: Learning Augmentation Strategies from Data	PDF	-
2019	RandAugment: Practical automated data augmentation with a reduced search space	PDF	-

Natural Language Processing

Year	Name	Paper	Code
2013	CBoW & skip-gram: Efficient Estimation of Word Representations in Vector Space	PDF
2017	Transformer: Attention Is All You Need	PDF

Computer System for AI

Year	Name	Paper	Code
2016	Perceptron Learning for Reuse Prediction	PDF
2018	The Case for Learned Index Structures	PDF
2019	Improving Parallelism of Breadth First Search (BFS) Algorithm for Accelerated Performance on GPUs	PDF
2020	An Imitation Learning Approach for Cache Replacement	PDF
2020	ALEX: An Updatable Adaptive Learned Index	PDF
2021	FlashNeuron: SSD-Enabled Large-Batch Training of Very Deep Neural Networks	PDF
2023	EnvPipe: Performance-preserving DNN Training Framework for Saving Energy	PDF
2023	FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning	PDF

Util

Year	Name	Paper	Code
2017	Temperature Scaling: On Calibration of Modern Neural Networks	PDF
2020	Label Smoothing: When Does Label Smoothing Help	PDF	-