Notes of CV

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Lightweight Model

浏览 144 扫码 分享 2022-07-09 03:03:30
  • [SplitSR] An End-to-End Approach to Super-Resolution on Mobile Devices
  • [MobileNet]MobileNet理解
  • Learning Versatile Filters for Efficient Convolutional Neural Networks

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  • 书签
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  • Basic Knowledge
    • [ELF]ELF: An Early-Exiting Framework for Long-Tailed Classification
    • [GENet]Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks
    • [carafe]CARAFE: Content-Aware ReAssembly of FEatures
    • 深度学习中的优化方法
    • PatchGAN理解
    • [CA]Coordinate Attention for Efficient Mobile Network Design
    • [RepVGG]RepVGG: Making VGG-style ConvNets Great Again
  • Guided Filter
    • Guided Image Filtering
    • Fast End-to-End Trainable Guided Filter
  • Image Generation
    • Revisiting Global Statistics Aggregation for Improving Image Restoration
    • [StarGAN v2]StarGAN v2: Diverse Image Synthesis for Multiple Domains
    • [HRNet]Deep High-Resolution Representation Learning for Visual Recognition
    • [MobileStyleGAN]MobileStyleGAN: A Lightweight Convolutional Neural Network for High-Fidelity Image Synthesis
    • [HDRNet]Deep Bilateral Learning for Real-Time Image Enhancement
    • [stylegan]A Style-Based Generator Architecture for Generative Adversarial Networks
    • [StyleGAN2]Analyzing and Improving the Image Quality of StyleGAN
    • [PSFR-GAN]Progressive Semantic-Aware Style Transformation for Blind Face Restoration
    • [DFDNet]Blind Face Restoration via Deep Multi-scale Component Dictionaries
    • [MIRNet]Learning Enriched Features for Real Image Restoration and Enhancement
    • VAE笔记
    • Image Restoration的简单整理
    • Bringing Old Photos Back to Life
    • PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models
    • styleGAN2扩展：从真实人脸中提取图像的latent code
    • U-Net Training with Instance-Layer Normalization
    • InstaGAN:Instance-Aware Image To Image Translation
    • [CycleGAN]Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
    • Image Processing Using Multi-Code GAN Prior
    • GANILLA: Generative Adversarial Networks for Image to Illustration Translation
    • One-Shot Domain Adaptation For Face Generation
    • [CPGAN]Copy and Paste GAN: Face Hallucination from Shaded Thumbnails
    • 美图MTlab人像画质修复技术
    • [FormNet]FormNet: Formatted Learning for Image Restoration
    • [EnlightenGAN]EnlightenGAN: Deep Light Enhancement without Paired Supervision
    • When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach
    • s-LWSR: Super Lightweight Super-Resolution Network
    • bilateral guided upsampling
    • [FabSoften]Face Beautification via Dynamic Skin Smoothing, Guided Feathering, and Texture Restoration
    • [LPTN]High-Resolution Photorealistic Image Translation in Real-Time: A Laplacian Pyramid Translation Network
    • [MPRNet]Multi-Stage Progressive Image Restoration
    • [HINet]HINet: Half Instance Normalization Network for Image Restoration
  • Stylization
    • White-box-Cartoonization: Learning to Cartoonize Using White-box Cartoon Representations
  • Metric
    • focal loss
    • The Unreasonable Effectiveness of Deep Features as a Perceptual Metric
  • Detection
    • MobileNetV2-SSDLite代码分析
      • MobileNetV2-SSDLite运行
      • MobileNetV2-SSDLite代码分析-test
      • MobileNetV2-SSDLite代码分析-models-mobilenet_v2
      • MobileNetV2-SSDLite代码分析-ssd
      • MobileNetV2-SSDLite代码分析-train
      • MobileNetV2-SSDLite代码分析-VOC Dataset
      • MobileNetV2-SSDLite代码分析-loss
    • yolov3代码探究
      • yolov3代码探究-utils.py
      • yolov3代码探究-dataset.py
      • yolov3代码探究-train.py
      • yolov3代码探究-models.py
  • Lightweight Model
    • [SplitSR] An End-to-End Approach to Super-Resolution on Mobile Devices
    • [MobileNet]MobileNet理解
    • Learning Versatile Filters for Efficient Convolutional Neural Networks
  • ReID
    • PCB_RPP_reID分析
  • RNN
  • Traditional Algorithm
    • Haar小波变换的原理及其实现
  • Metrics
    • 图像评价指标PSNR和SSIM
    • 图像检测评价指标mAP
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