목록논문 리뷰 (43)

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[논문 리뷰] Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting theDecision Boundary(2023)

이번에 리뷰할 논문은Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting theDecision Boundary 입니다. https://arxiv.org/abs/2303.11570 Boundary UnlearningThe practical needs of the ``right to be forgotten'' and poisoned data removal call for efficient \textit{machine unlearning} techniques, which enable machine learning models to unlearn, or to forget a fraction of training data and its linea..
논문 리뷰/Machine Unlearning 2024. 9. 8. 18:07
[논문 리뷰] SAMScore: A Semantic Structural Similarity Metricfor Image Translation Evaluation(2023)

이번에 리뷰할 논문은 SAMScore: A Semantic Structural Similarity Metric for Image Translation Evaluation 입니다. https://paperswithcode.com/paper/samscore-a-semantic-structural-similarity/review/ Papers with Code - Paper tables with annotated results for SAMScore: A Semantic Structural Similarity Metric for Image Translati Paper tables with annotated results for SAMScore: A Semantic Structural Similarity Met..
논문 리뷰/Image generation 2024. 2. 21. 03:44
[논문 리뷰] FAR: Fourier Aerial Video Recognition(2022)

이번에 리뷰할 논문은 FAR: Fourier Aerial Video Recognition 입니다. https://paperswithcode.com/paper/fourier-disentangled-space-time-attention-for Papers with Code - FAR: Fourier Aerial Video Recognition 🏆 SOTA for Action Recognition on UAV Human (Top 1 Accuracy metric) paperswithcode.com 일반적인 image classification 문제의 경우 위 그림과 같이 이미지 내 객체의 class를 분류하는 것을 목표로 하고 있습니다. 이미지 내 객체가 어디에 있는지 위치와 상관없이 종류가 무엇이냐에만 관심이..
논문 리뷰/Image classification 2023. 12. 25. 05:22
[논문 리뷰] BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation(2022)

이번에 리뷰할 논문은 BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation 입니다. https://paperswithcode.com/paper/blip-bootstrapping-language-image-pre Papers with Code - BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation #3 best model for Open Vocabulary Attribute Detection on OVAD-Box benchmark (mean..
논문 리뷰/Multi-Modal 2023. 8. 12. 05:24
[논문 리뷰] DINO: Emerging Properties in Self-Supervised Vision Transformers(2021)

이번에 리뷰할 논문은 Emerging Properties in Self-Supervised Vision Transformers 입니다. https://paperswithcode.com/paper/emerging-properties-in-self-supervised-vision Papers with Code - Emerging Properties in Self-Supervised Vision Transformers #2 best model for Visual Place Recognition on Laurel Caverns (Recall@1 metric) paperswithcode.com Introduction ViT(Vision Transformer) 는 최근 CV(Computer Vision) 분야에서 ..
논문 리뷰/self-supervised learning 2023. 8. 11. 04:26
[논문 리뷰] SimSiam: Exploring Simple Siamese Representation Learning(2021)

이번에 리뷰할 논문은 Exploring Simple Siamese Representation Learning 입니다. https://paperswithcode.com/paper/exploring-simple-siamese-representation Papers with Code - Exploring Simple Siamese Representation Learning #81 best model for Self-Supervised Image Classification on ImageNet (Top 1 Accuracy metric) paperswithcode.com Intoduction siamese network는 2개 이상의 input에 적용되는 가중치 공유 신경망입니다. 해당 network는 각 ent..
논문 리뷰/self-supervised learning 2023. 8. 7. 05:31
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