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Paper_Survey

Computer Vision

Year Journal/Conference Title Reviewer Links
2023 arXiv ControlNet : Adding Conditional Control to Text-to-Image Diffusion Models 김현일 Paper, Summary, PPT
2022 arXiv Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time 김현일 Paper, Summary, PPT
2022 CVPR ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-high Resolution Segmentation 김현일 Paper, Summary, Code, PPT
2022 arXiv Instant Neural Graphics Primitives with a Multiresolution Hash Encoding 김현일 Paper, Summary, ppt
2022 arXiv EfficientFormer : Vision Transformers at MobileNet Speed 김현일 Paper, Summary, ppt
2022 arxiv Hydra Attention: Efficient Attention with Many Heads 김현일 Paper, Summary
2021 arXiv Masked-attention Mask Transformer for Universal Image Segmentation 김현일 Paper, Summary
2021 nips Per-Pixel Classification is Not All You Need for Semantic Segmentation 김현일 Paper, Summary
2021 arXiv A Survey of Visual Transformers 김현일 Paper, Summary, ppt
2021 CVPR Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers 김현일 Paper, Summary
2021 ICCV (Spotlight) LAMBDANETWORKS: MODELING LONG-RANGE INTERACTIONS WITHOUT ATTENTION 김현일 Paper, Summary
2021 arXiv MOBILEVIT: LIGHT-WEIGHT, GENERAL-PURPOSE, AND MOBILE-FRIENDLY VISION TRANSFORMER 김현일 Paper, Summary
2021 arXiv ResNet strikes back: An improved training procedure in timm 김현일 Paper, Summary
2020 ECCV NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis 김현일 Paper, Summary, ppt

Knowledge Distillation

Year Journal/Conference Title Reviewer Links
2021 NIPS Does Knowledge Distillation Really Work? 김현일 Paper, Summary, ppt
2021 arXiv Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results 김현일 Paper, Summary, ppt
2021 IJCV Knowledge Distillation: A Survey 김현일 Paper, Summary, ppt

Loss Function

Year Journal/Conference Title Reviewer Links
2019 CVPR ArcFace: Additive Angular Margin Loss for Deep Face Recognition 김현일 Paper, Summary

Self-Supervised Learning

Year Journal/Conference Title Reviewer Links
2021 arxiv Masked Autoencoders Are Scalable Vision Learners 김현일 Paper, Summary, ppt

Medical

Year Journal/Conference Title Reviewer Links
2022 Deep Bio ppt Stain Normalization Survey 김현일 Summary,ppt

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