Computer Vision109 [2025-1] 김유현 - Unsupervised Representation Learning With Deep Convolutional Generative Adversarial Networks https://arxiv.org/abs/1511.06434 Unsupervised Representation Learning with Deep Convolutional Generative Adversarial NetworksIn recent years, supervised learning with convolutional networks (CNNs) has seen huge adoption in computer vision applications. Comparatively, unsupervised learning with CNNs has received less attention. In this work we hope to help bridge the gap betweenarxiv.org 0. Abstr.. 2025. 1. 18. [2025-1] 전연주 - LDM: High-Resolution Image Synthesis with Latent Diffusion Models 논문 링크: 2112.107521. AbstractDiffusion Model (DM)은 고품질 이미지 생성에 탁월하지만, pixel space에서 직접 학습할 때 막대한 계산량과 시간이 소요됨본 논문에서는 먼저 강력한 Autoencoder를 사용해 이미지를 latent space로 압축한 뒤, 해당 공간에서 Diffusion Model을 학습하는 방안(Latent Diffusion Model, LDM)을 제안이 방식은 기존 pixel space 기반 Diffusion 대비 학습 비용과 추론(샘플 생성) 비용을 크게 절감함과 동시에, 다양한 조건(예: 텍스트, 세그멘테이션 맵 등)을 유연하게 적용할 수 있음Inpainting, Super-Resolution, Text-to-Image Synthesis 등.. 2025. 1. 17. [2025-1] 박경태 - Low-Resolution Object Recognition with Cross-Resolution Relational Contrastive Distillation https://arxiv.org/abs/2409.02555?utm_source=chatgpt.com Low-Resolution Object Recognition with Cross-Resolution Relational Contrastive DistillationRecognizing objects in low-resolution images is a challenging task due to the lack of informative details. Recent studies have shown that knowledge distillation approaches can effectively transfer knowledge from a high-resolution teacher model to a lo.. 2025. 1. 17. [2025-1] 최민서 - Generative Modeling by Estimating Gradients of the Data Distribution https://arxiv.org/abs/1907.05600 Generative Modeling by Estimating Gradients of the Data DistributionWe introduce a new generative model where samples are produced via Langevin dynamics using gradients of the data distribution estimated with score matching. Because gradients can be ill-defined and hard to estimate when the data resides on low-dimensionalarxiv.org 본 논문에서는 score 기반의 새로운 방식의 생성형 모델.. 2025. 1. 17. 이전 1 ··· 9 10 11 12 13 14 15 ··· 28 다음
