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논문 리뷰 및 파이토치 코드 구현 저장소

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PARKYUNSU/pytorch_imple

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Paper Reviews & PyTorch Implementation

논문 리뷰 및 파이토치 코드 구현 저장소

Content

Computer Vision

Classification

논문 제목 연도
HVT (Hyperbolic Vision Transformer) - 작성중 2022
LoRA (Low-Rank Adaptation) - 작성중 2021
GhostNet 2020
Vision Transformer 2020
MobileNetV3 2019
MobileNetV2 2018
MobileNetV1 2017
SE-Net (Squeeze-and-Excitation Networks) 2017
DenseNet 2017
Wide ResNet 2016
Xception 2016
ResNet (Deep Residual Learning) 2015
Inception (GoogLeNet – Going Deeper with Convolutions) 2014
VGG16 (Very Deep Convolutional Networks) 2014

Segmentation

논문 제목 연도
DeepLabV3+ 2018
DeepLabV1 2015
DeConvNet (Deconvolution Network) 2015
FCN (Fully Convolutional Networks) 2014

Object Detection

논문 제목 연도
SSD MobileNetV2 2018
SSD (Single Shot MultiBox Detector) 2016

Self Supervised

논문 제목 연도
MaskSplit (Self-supervised Few-shot Semantic Segmentation) - 작성중 2021
SimSiam (Simple Siamese) 2021

Natural Language Processing

논문 제목 연도
Transformer (Attention Is All You Need) 2017
seq2seq (Sequence to Sequence Learning) 2014
LSTM (Long Short-Term Memory) 1997

Agentic RAG

논문 제목 연도
RAG (Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks) 2021

Audio

논문 제목 연도
OpenVoice - 작성중 2024
USDM (Unified Spoken Dialog Model) 2023

Multimodal

Vision Language Model

논문 제목 연도
CLIP (Learning Transferable Visual Models) - 작성중 2021

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