{%hackmd @themes/dracula %} https://www.youtube.com/watch?v=nKM9875PVtU https://www.coursera.org/specializations/mathematics-for-machine-learning-and-data-science d07c66cd58 https://openaccess.thecvf.com/content/WACV2024/papers/Lin_Common_Diffusion_Noise_Schedules_and_Sample_Steps_Are_Flawed_WACV_2024_paper.pdf ## Note - Books & Online Course - [Understanding Diffusion Models: A Unified Perspective](/CUHoEaL3TdaemDKvFVT2QQ) - [Unordered Data Structures](/OAa7H2hMSJqmFFG-VwmdaA) - [Ordered Data Structures](/nOe9GBZGTvmPrnILrTD7GQ) - [Object-Oriented Data Structures in C++](/Jecqg_B5QqiKIpNGEKraEQ) - [機器學習基石 (Machine Learning Foundations)—Mathematical Foundations](/mjyW2ktIRsOUU3HgiV0dtg) - [Machine Learning A Probabilistic Perspective](/S7zyt1lEQveBsuaTD8xfMw) - [Google C++ Style Guide](/nAVwfIMsTwW7Yyqgnmm4kQ) - [Google Python Style Guide](/80352oK6QZSyvXaj6j_1gA) - [CS231n: Deep Learning for Computer Vision](/HRwjsqaET1OY_YUtdiHdWQ) - [CS229M/STATS214: Machine Learning Theory](/bsMst8dyT5SyMJcfg1Mr9w) - [KL](/9N_mka8eSG-UboRP4ubAeQ) ## 2023 - [Applications and Limits of Image-to-Image Translation Models](/j850sfZ-R6-xU41Fj6O9Ow) - [Mamba: Linear-Time Sequence Modeling with Selective State Spaces](/GqNuSVZyQ2-pWDPHnmSriQ) - [Diffusion in Style](/SvoOQJZhQTqESwhp8CZeCg) ## 2022 - [Vision Transformer with Deformable Attention](/2GH_C3PgRqOzMtkZJnwKnA) - [UIU-Net: U-Net in U-Net for Infrared Small Object Detection](/HxbJJAQ9QnSGnqe08LFJrg) - [Learning to Deblur using Light Field Generated and Real Defocus Images](/EoWqHtqHSS6mfnT76XfqzQ) - [View-Wise Versus Cluster-Wise Weight: Which Is Better for Multi-View Clustering?](/LzBCodOjQpSxNSGOJk7Ivw) - [Understanding Diffusion Models: A Unified Perspective](/CUHoEaL3TdaemDKvFVT2QQ) ## 2021 - [A Two-stage Deep Network for High Dynamic Range Image Reconstruction](/ROqLGZ6oT2aRiTADhH1V4g) - [GAN-Control: Explicitly Controllable GANs](/ZnvR43NoT-upbdS3H6Tkhg) - [IMAGE FUSION TRANSFORMER](/CR0iFuJGTfGiWdtl8TB-hQ) - [Rethinking and Improving Relative Position Encoding for Vision Transformer](/okPRGJ8kQ5WLFvN-DJR7aQ) - [Beyond Self-Attention: External Attention Using Two Linear Layers for Visual Tasks](/4IZ3rWV-RXiT0gH2vzP-IA) - [Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images](/u33J84T1S96T-Jf39FtVYA) - [Efficiently Modeling Long Sequences with Structured State Spaces](/HoZYUIlNS52zOhw30OCwqg) - [High-Resolution Image Synthesis with Latent Diffusion Models](/x_DX9NzyR6mrMXOm_UEYrg) ## 2020 - [GANSpace: Discovering Interpretable GAN Controls](/7IeFPU5mSHiPXhFi_xPwsQ) - [Rethinking the Value of Labels for Improving Class-Imbalanced Learning](/bWZezq3hSgWsxIC94LKosw) - [AN IMAGE IS WORTH 16X16 WORDS: TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE](/K1AbqsyWSUyPo5SrM4x6xA) - [Superpixel-Based Seamless Image Stitching for UAV Images](/7M22Nm4aRx2Vxo86kWKsdA) - [ROBIN: a Graph-Theoretic Approach to Reject Outliers in Robust Estimation using Invariants](/-RFWBOt8RdKeEoYrS0oKSw) - [HiPPO: Recurrent Memory with Optimal Polynomial Projections](/ewQ1xXd5SpqodlWzMWT5oA) - [Denoising Diffusion Probabilistic Models](/flLMbEjFQKiqA7URyylZnA) - [DENOISING DIFFUSION IMPLICIT MODELS](/YeCGmNU9R5mgWo5i9-wVCA) ## 2019 - [Domain Bridge for Unpaired Image-to-Image Translation and Unsupervised Domain Adaptation](/Yguj-oYVT4KroJADxfjvAg) - [Semantic Image Synthesis with Spatially-Adaptive Normalization](/RbugXuRfQbWHVdF55JglRg) - [CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features](/k2l5ekguS2CvhxZ7zBm0wg) - [Mish: A Self Regularized Non-Monotonic Activation Function](/i7FjRHYCQKeLgT2yA80WDw) ## 2018 - [Semantic Image Synthesis with Spatially-Adaptive Normalization](/RbugXuRfQbWHVdF55JglRg) - [DGC-Net: Dense Geometric Correspondence Network](/9cCxSaLNQ1qxyyxRdv9jrg) - [Multi-View Clustering](/Ns2vKyDHRlKjJLM5pI3HPQ) - [A Note on the Inception Score](/-5LXIsLJQM28bF-sAnp7Lw) ## 2017 - [DECISION-BASED ADVERSARIAL ATTACKS: RELIABLE ATTACKS AGAINST BLACK-BOX MACHINE LEARNING MODELS](/nKO9KlPjRgaEbnKFFTOb6A) - [LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation](/caITyBYKSgapjH_l59OtpA) - [Model Compression and Acceleration for Deep Neural Networks](/qZMNwDmZThuMvDhyWDEEeA) - [SKIP CONNECTIONS ELIMINATE SINGULARITIES](/wLLrinq8TRu8I3826fuBVg) - [Attention Is All You Need (Transformer)](/11069bzHTUyQU1ClW9_TMQ) - [Parallax-Tolerant Image Stitching Based on Robust Elastic Warping](/Sks7Ahn1R6adbUddM1-pLg) - [Unpaired Image-to-Image Translationusing Cycle-Consistent Adversarial Networks](/0Xez8cHrTDiqqAxNQqZB_g) - [MIXED PRECISION TRAINING](/q7Jk5vYrRzyhAWyE7Ib57g) - [GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium Martin](/3UsfaMQ7TP60ScIbYWpBZQ) ## 2016 - [Image-to-Image Translation with Conditional Adversarial Networks](/MFgtPJ5KSMeO5m5tsnSk6A) - [Learning without Forgetting](/MzBgLWi1SwaHzL3sXdxAbA) ## 2015 - [U-Net: Convolutional Networks for Biomedical Image Segmentation](/5DnnkWSlTc2JvEKuDCMmlQ) - [Spatial Transformer Networks](/oOy5KcxIQGCtEgap3eIZDA) - [Adaptive As-Natural-As-Possible Image Stitching](/CN5mVfK1SiSzYIwneO6skw) - [Rethinking the Inception Architecture for Computer Vision](/amWhu-71S3eas3lsC5SJHA) ## 2014 - [Generative Adversarial Nets](/BZSURkLxT7yhvy7epDpO3A) - [Bag of Visual Words and Fusion Methods for Action Recognition: Comprehensive Study and Good Practice](/h5x7ryS4Ta-2LRi_n_8wyA) ## 2013 - [Rectifier Nonlinearities Improve Neural Network Acoustic Models](/BfmTqdskTGW0mFhThzAKeg) ## 2008 - [Dynamics of Learning Near Singularities in Layered Networks](/cTdxNQ6dRDm7ws87Sq35pw) ## 2006 - [SURF: Speeded Up Robust Features](/8Z4Gi3QzQDGovzrPxS-q8g) ## 2005 - [A non-local algorithm for image denoising (NL-means)](/Kp4iDBlETfaRXwvIgjHwCQ) ## 2004 - [Distinctive Image Features from Scale-Invariant Keypoints](/-eg_wyzfQNCDwBCQ0dzBug) - [Image quality assessment: from error visibility to structural similarity](/kaBoIxHVQ5iw305wyL-dkA) ## 1996 - [Point-Based Elastic Registration of Medical Image Data Using Approximating Thin-Plate Splines](/6fzDDbrfSUOYwQlNkObH5A) ## 1995 - [Mean Shift, Mode Seeking, and Clustering](/O4s9dsjpQ96Ikc-lxtYb0w)
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