[Review] 리뷰 예정 논문 정리

es.Seong·2024년 12월 30일
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임시글에 저장되어있는 논문이 수두룩해서 리뷰 & 정리할 논문들 리스트업 해보려합니다.
2025년에는 정리 다하고 졸업해야하는데,,,

그리고 내년에는 이미지뿐만 아니라 학습 기반 동영상 동영상 압축 (Learend Video Compression)도 연구해봐야겠습니다. 동영상도 용량이 꽤 크기 때문에 압축을 통해 얻는 이점이 클 것 같습니다.

Learned Image Compression

  1. Overview of the Versatile Video Coding (VVC) Standard and its Applications (2021)
    URL: https://ieeexplore.ieee.org/document/9503377

  2. Learned Image Compression With Gaussian-Laplacian-Logistic Mixture Model and Concatenated Residual Modules (GLLMM)
    URL: https://ieeexplore.ieee.org/document/10091784

  3. S2LIC: Learned Image Compression with the SwinV2 Block, Adaptive Channel-wise and Global-inter Attention Context
    URL: https://arxiv.org/abs/2403.14471

  4. GABIC: Graph-based Attention Block for Image Compression (ICIP 2024)
    URL: https://arxiv.org/abs/2410.02981

5. Frequency-Aware Transformer for Learned Image Compression (ICLR 2024 Poster)
URL: https://arxiv.org/abs/2310.16387

  1. ELIC: Efficient Learned Image Compression with Unevenly Grouped Space-Channel Contextual Adaptive Coding(CVPR, 2022)
    URL: https://arxiv.org/abs/2203.10886

  2. Two-Stage Octave Residual Network for End-to-End Image Compression

  3. GroupedMixer: An Entropy Model with Group-wise Token-Mixers for Learned Image Compression

  4. Causal Context Adjustment Loss for Learned Image Compression (CCA)

Vision

  1. InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
    URL : https://arxiv.org/abs/2211.05778

  2. Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications (CVPR 2024)
    URL : https://arxiv.org/abs/2401.06197

Video Compression

추가예정..!

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Graduate student at Pusan National University, majoring in Artificial Intelligence

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