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Paper Reviews & PyTorch Implementation

Computer Vision, NLP/LLM, Audio 등 다양한 논문 리뷰 및 파이토치 코드 구현 저장소입니다.

Content

Computer Vision

Classification

논문 제목 연도
HViT (Hyperbolic Vision Transformer) 2022
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

Object Tracking

논문 제목 연도
Homography -

Self Supervised

논문 제목 연도
DINOV1 (Emerging Properties in Self-Supervised Vision Transformers) 2021
MaskSplit (Self-supervised Few-shot Semantic Segmentation) - 작성중 2021
SimSiam (Simple Siamese) 2021

Natural Language Processing

논문 제목 연도
DeepSeek-R1 2025
FLAN (Finetuned Language Models) 2022
LoRA (Low-Rank Adaptation) 2021
LLM FineTuening -
LLM (Large Language Models) -
Transformer (Attention Is All You Need) 2017
seq2seq (Sequence to Sequence Learning) 2014
LSTM (Long Short-Term Memory) 1997

Agentic RAG

논문 제목 연도
Multimodal RAG 2025
CRAG (Corrective Retrieval Augmented Generation) 2024
SELF-RAG (Self-Reflective Retrieval-Augmented Generation) 2024
RAG (Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks) 2021

Audio

논문 제목 연도
OpenVoice - 작성중 2024
USDM (Unified Spoken Dialog Model) 2023
VITS (Variational Inference with adversarial learning for end-to-end Text-to-Speech) 2021

Multimodal

Vision Language Model

논문 제목 연도
Grounding DINO 2024
CLIP (Learning Transferable Visual Models) 2021

Reinforcement Learning

논문 제목 연도
PPO (Proximal Policy Optimization Algorithms) - 작성중 2017

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CV & NLP 논문 리뷰 및 PyTorch 코드 구현 저장소

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