🔥 AI Paper Review 🔥

AI 관련 논문을 읽고, 작성한 리뷰입니다.

📚 이관 안내: 본 repo의 paper review들은 가독성과 검색 편의를 위해 Velog 블로그로 점진적으로 이관되고 있습니다.

➡️ 이관된 글 보기: velog.io/@kms990321 ( paper-review 태그 ). 원본 PDF는 아카이브 목적으로 본 repo에 그대로 유지됩니다.

📖 AI-papers

순번	별칭	분류	정식 논문 명칭	날짜	비고
01	-	GAN	IMAGE GANS MEET DIFFERENTIABLE RENDERING FOR INVERSE GRAPHICS AND INTERPRETABLE 3D NEURAL RENDERING	2022.04	딥러닝 Class
02	RetinaNet	CV	Focal Loss for Dense Object Detection	2022.07	X:AI 2기 Basic
03	UNet	CV	U-Net: Convolutional Networks for Biomedical Image Segmentation	2022.07	X:AI 2기 Basic
04	DALLE	CV	Zero-Shot Text-to-Image Generation	2022.08	D&A Conference
05	StarGan	GAN	StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation	2022.08	D&A Conference
06	MUSES	CV	Multi-shot Temporal Event Localization: a Benchmark	2023.01	학부연구생
07	MobileNet	CV	MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications	2023.03	X:AI 4기 Basic
08	Transformer	CV	Attention Is All You Need	2023.03	X:AI 4기 Basic
09	DCN	CV	Deformable Convolutional Networks	2023.03	X:AI 4기 Basic
10	Seq2Seq	NLP	Sequence to Sequence Learning with Neural Networks	2023.03	X:AI 4기 Basic
11	Inception	CV	Rethinking the Inception Architecture for Computer Vision	2023.03	X:AI 4기 Basic
12	YOLO	CV	You Only Look Once: Unified, Real-Time Object Detection	2023.04	X:AI 4기 Basic
13	GPT-1	NLP	Improving Language Understanding by Generative Pre-Training	2023.04	X:AI 4기 Basic
14	CDFI	CV	CDFI: Compression-Driven Network Design for Frame Interpolation	2023.04	Capstone class
15	AutoEncoder	-	오토인코더의 모든 것 및 기타 자료 참고	2023.04	X:AI 4기 Basic
16	DeepLab.v2	CV	DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	2023.05	X:AI 4기 Basic
17	Mask R-CNN	CV	Mask R-CNN	2023.05	X:AI 4기 Basic
18	Style Gan	GAN	Style Gan	2023.05	X:AI 4기 Basic
19	Vision Transformer	CV	An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	2023.07	X:AI 4기 Adv
20	Taskonomy	CV	Taskonomy: Disentangling Task Transfer Learning	2023.07	X:AI 4기 Adv
21	RegNet	CV	RegNet : Self-Regulated Network for Image Classification	2023.07	X:AI 4기 Adv
22	DETR	CV	End-to-End Object Detection with Transformers	2023.08	X:AI 4기 Adv
23	ConvNeXt	CV	A ConvNet for the 2020s	2023.08	X:AI 4기 Adv
24	DDPM	CV	Denoising Diffusion Probabilistic Models	2023.08	X:AI 4기 Adv
25	Dalle	CV	Zero-Shot Text-to-Image Generation	2023.08	X:AI 4기 Adv
26	DiffBIR	CV	Towards Blind Image Restoration with Generative Diffusion Prior	2023.11	NextLab 인턴