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slugify titles and toctree
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johko authored Apr 24, 2024
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173 changes: 85 additions & 88 deletions chapters/en/_toctree.yml
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- title: Unit 0 - Welcome
sections:
- title: Welcome to the Community Computer Vision Course
local: "Unit 0 - Welcome/welcome"
local: "unit0/welcome/welcome"
- title: Table of Contents for Notebooks
local: "Unit 0 - Welcome/TableOfContents"
local: "unit0/welcome/TableOfContents"
- title: Unit 1 - Fundamentals
sections:
- title: Vision
local: "Unit 1 - Fundamentals/Chapter 1 - Fundamentals of Computer Vision/motivation"
local: "unit1/chapter1/motivation"
- title: Image
local: "Unit 1 - Fundamentals/image_and_imaging/image"
local: "unit1/image_and_imaging/image"
- title: Imaging in Real-life
local: "Unit 1 - Fundamentals/image_and_imaging/extension-image"
local: "unit1/image_and_imaging/extension-image"
- title: What Is Computer Vision
local: "Unit 1 - Fundamentals/Chapter 1 - Fundamentals of Computer Vision/definition"
local: "unit1/chapter1/definition"
- title: Applications of Computer Vision
local: "Unit 1 - Fundamentals/Chapter 1 - Fundamentals of Computer Vision/applications"
local: "unit1/chapter1/applications"
- title: Image Acquisition Fundamentals in Digital Processing
local: "Unit 1 - Fundamentals/image_and_imaging/imaging"
local: "unit1/chapter1/image_and_imaging/imaging"
- title: Pre-processing for Computer Vision Tasks
local: "Unit 1 - Fundamentals/image_and_imaging/examples-preprocess"
local: "unit1/image_and_imaging/examples-preprocess"
- title: Feature Description
local: "Unit 1 - Fundamentals/feature-extraction/feature_description"
local: "unit1/feature-extraction/feature_description"
- title: Feature Matching
local: "Unit 1 - Fundamentals/feature-extraction/feature-matching"
local: "unit1/feature-extraction/feature-matching"
- title: Real-world Applications of Feature Extraction in Computer Vision
local: "Unit 1 - Fundamentals/feature-extraction/real-world-applications"
local: "unit1/feature-extraction/real-world-applications"
- title: Unit 2 - Convolutional Neural Networks
sections:
- title: Introduction to Convolutional Neural Networks
local: "Unit 2 - Convolutional Neural Networks/introduction"
local: "unit2/cnns/introduction"
- title: Very Deep Convolutional Networks for Large Scale Image Recognition
local: "Unit 2 - Convolutional Neural Networks/vgg"
local: "unit2/cnns/vgg"
- title: Googlenet
local: "Unit 2 - Convolutional Neural Networks/googlenet"
local: "unit2/cnns/googlenet"
- title: MobileNet
local: "Unit 2 - Convolutional Neural Networks/mobilenet"
local: "unit2/cnns/mobilenet"
- title: ConvNext - A ConvNet for the 2020s (2022)
local: "Unit 2 - Convolutional Neural Networks/convnext"
local: "unit2/cnns/convnext"
- title: Introduction to Transfer Learning
local: "Unit 2 - Convolutional Neural Networks/intro-transfer-learning"
local: "unit2/cnns/intro-transfer-learning"
- title: Lets Dive Further with MobileNet
local: "unit2/cnns/mobilenetextra"
- title: Unit 3 - Vision Transformers
sections:
- title: Vision Transformers for Image Classification
local: "Unit 3 - Vision Transformers/Vision Transformers for Image Classification"
local: "unit3/vision-transformers/vision-transformers-for-image-classification"
- title: Swin Transformer
local: "Unit 3 - Vision Transformers/Swin Transformer"
local: "unit3/vision-transformers/swin-transformer"
- title: Convolutional Vision Transformer (CvT)
local: "Unit 3 - Vision Transformers/Convolutional Vision Transformer"
local: "unit3/vision-transformers/cvt"
- title: Dilated Neighborhood Attention Transformer (DINAT)
local: "Unit 3 - Vision Transformers/Dinat Transformer"
local: "unit3/vision-transformers/dinat"
- title: MobileViT v2
local: "Unit 3 - Vision Transformers/MobileVIT"
- title: Lets Dive Further with MobileNet
local: "Unit 2 - Convolutional Neural Networks/mobilenetextra"
local: "unit3/vision-transformers/mobilevit"
- title: FineTuning Vision Transformer for Object Detection
local: "Unit 3 - Vision Transformers/Vision Transformer for Objection Detection"
local: "unit3/vision-transformers/vision-transformer-for-objection-detection"
- title: DEtection TRansformer (DETR)
local: "Unit 3 - Vision Transformers/Common Vision Transformers - DETR"
local: "unit3/vision-transformers/detr"
- title: Vision Transformers for Image Segmentation
local: "Unit 3 - Vision Transformers/Vision Transformers for Image Segmentation"
local: "unit3/vision-transformers/vision-transformers-for-image-segmentation"
- title: OneFormer
local: "Unit 3 - Vision Transformers/oneformer"
local: "unit3/vision-transformers/oneformer"
- title: Knowledge Distillation with Vision Transformers
local: "Unit 3 - Vision Transformers/KnowledgeDistillation"
local: "unit3/vision-transformers/knowledge-distillation"
- title: Unit 4 - Multimodal Models
sections:
- title: Exploring Multimodal Text and Vision Models - Uniting Senses in AI
local: "Unit 4 - Multimodal Models/pre-intro"
local: "unit4/multimodal-models/pre-intro"
- title: A Multimodal World
local: "Unit 4 - Multimodal Models/a_multimodal_world"
local: "unit4/multimodal-models/a_multimodal_world"
- title: Introduction to Vision Language Models
local: "Unit 4 - Multimodal Models/vlm-intro"
local: "unit4/multimodal-models/vlm-intro"
- title: Multimodal Tasks and Models
local: "Unit 4 - Multimodal Models/tasks-models-part1"
local: "unit4/multimodal-models/tasks-models-part1"
- title: CLIP and Relatives
local: "Unit 4 - Multimodal Models/CLIP and relatives/Introduction"
local: "unit4/multimodal-models/clip-and-relatives/Introduction"
- title: Losses
local: "Unit 4 - Multimodal Models/CLIP and relatives/losses"
local: "unit4/multimodal-models/clip-and-relatives/losses"
- title: Contrastive Language-Image Pre-training (CLIP)
local: "Unit 4 - Multimodal Models/CLIP and relatives/clip"
local: "unit4/multimodal-models/clip-and-relatives/clip"
- title: Multimodal Text Generation (BLIP)
local: "Unit 4 - Multimodal Models/CLIP and relatives/blip"
local: "unit4/multimodal-models/clip-and-relatives/blip"
- title: Multimodal Object Detection (OWL-ViT)
local: "Unit 4 - Multimodal Models/CLIP and relatives/owl_vit"
local: "unit4/multimodal-models/clip-and-relatives/owl_vit"
- title: Transfer Learning of Multimodal Models
local: "Unit 4 - Multimodal Models/transfer_learning"
local: "unit4/multimodal-models/transfer_learning"
- title: Supplementary Reading and Resources
local: "Unit 4 - Multimodal Models/supplementary-material"
local: "unit4/multimodal-models/supplementary-material"
- title: Unit 5 - Generative Models
sections:
- title: Introduction
local: "Unit 5 - Generative Models/Introduction/Introduction"
local: "unit5/generative-models/introduction/introduction"
- title: Variational Autoencoders
local: "Unit 5 - Generative Models/variational_autoencoders"
local: "unit5/generative-models/variational_autoencoders"
- title: Generative Adversarial Networks
local: "Unit 5 - Generative Models/gans"
local: "unit5/generative-models/gans"
- title: StyleGAN Variants
local: "Unit 5 - Generative Models/GANs & VAEs/StyleGAN"
local: "unit5/generative-models/gans-vaes/stylegan
- title: CycleGAN Introduction
local: "Unit 5 - Generative Models/PRACTICAL APPLICATIONS & CHALLENGES/cycle_gan"
local: "unit5/generative-models/practical-applications/cycle_gan"
- title: Introduction to Diffusion Models
local: "Unit 5 - Generative Models/Diffusion models/Introduction - Diffusions"
local: "unit5/generative-models/diffusion-models/introduction"
- title: Introduction to Stable Diffusion
local: "Unit 5 - Generative Models/Diffusion models/stable_diffusion"
local: "unit5/generative-models/diffusion-models/stable-diffusion"
- title: Control over Diffusion Models
local: "Unit 5 - Generative Models/Diffusion models/Simple explanation and showcase of external resources"
local: "unit5/generative-models/diffusion-models/simple-explanation"
- title: Privacy, Bias and Societal Concerns
local: "Unit 5 - Generative Models/PRACTICAL APPLICATIONS & CHALLENGES/Ethical Issues"
local: "unit5/generative-models/practical-applications/ethical-issues"
- title: Unit 6 - Basic CV Tasks
sections:
- title: Introduction
local: "Unit 6 - Basic CV Tasks/introduction"
local: "unit6/basic-cv-tasks/introduction"
- title: Object Detection
local: "Unit 6 - Basic CV Tasks/object_detection"
local: "unit6/basic-cv-tasks/object_detection"
- title: Image Segmentation
local: "Unit 6 - Basic CV Tasks/segmentation"
local: "unit6/basic-cv-tasks/segmentation"
- title: Unit 7 - Video and Video Processing
sections:
- title: Introduction
local: "Unit 7 - Video and Video Processing/introduction-to-video"
local: "unit7/video-processing/introduction-to-video"
- title: Video Processing Basics
local: "Unit 7 - Video and Video Processing/video-processing-basics"
local: "unit7/video-processing/video-processing-basics"
- title: Unit 8 - 3D Vision, Scene Rendering and Reconstruction
sections:
- title: Introduction
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Introduction/introduction"
local: "unit8/3d-vision/Introduction/introduction"
- title: Applications of 3D Vision
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Introduction/applications"
local: "unit8/introduction/applications"
- title: A Brief History of 3D Vision
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Introduction/brief_history"
local: "unit8/introduction/brief_history"
- title: Camera models
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Terminologies
and Basics/CameraModels"
local: "unit8/terminologies/camera-models"
- title: Basics of Linear Algebra for 3D Data
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Terminologies
and Basics/LinearAlgebra"
local: "unit8/terminologies/linear-algebra"
- title: Representations for 3D Data
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/Terminologies
and Basics/Representations"
local: "unit8/terminologies/representations"
- title: Novel View Synthesis
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/3D Vision/NVS"
local: "unit8/3d-vision/nvs"
- title: Introduction to Stereo Vision
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/3d_measurements_stereo_vision"
local: "unit8/3d-vision/3d_measurements_stereo_vision"
- title: Neural Radiance Fields (NeRFs)
local: "Unit 8 - 3D Vision, Scene Rendering and Reconstruction/nerf"
local: "unit8/3d-vision/nerf"
- title: Unit 9 - Model Optimization
sections:
- title: Introduction to Model Optimization for Deployment
local: "Unit 9 - Model Optimization/intro_to_model_optimization"
local: "unit9/intro_to_model_optimization"
- title: Model Deployment Considerations
local: "Unit 9 - Model Optimization/model_deployment"
local: "unit9/model_deployment"
- title: Model Optimization Tools and Frameworks
local: "Unit 9 - Model Optimization/tools_and_frameworks"
local: "unit9/tools_and_frameworks"
- title: Unit 10 - Synthetic Data Creation
sections:
- title: Introduction
local: "Unit 10 - Synthetic Data Creation/introduction"
local: "unit10/introduction"
- title: Synthetic Datasets
local: "Unit 10 - Synthetic Data Creation/synthetic_datasets"
local: "unit10/synthetic_datasets"
- title: Using a 3D Renderer to Generate Synthetic Data
local: "Unit 10 - Synthetic Data Creation/blenderProc"
local: "unit10/blenderProc"
- title: Synthetic Data Generation Using DCGAN
local: "Unit 10 - Synthetic Data Creation/synthetic-lung-images"
local: "unit10/synthetic-lung-images"
- title: Synthetic Data Generation with Diffusion Models
local: "Unit 10 - Synthetic Data Creation/datagen-diffusion-models"
local: "unit10/datagen-diffusion-models"
- title: Challenges and Opportunities Associated With Using Synthetic Data
local: "Unit 10 - Synthetic Data Creation/challenges"
local: "unit10/challenges"
- title: Introduction to Point Clouds
local: "Unit 10 - Synthetic Data Creation/point_clouds"
local: "unit10/point_clouds"
- title: Unit 11 - Zero Shot Computer Vision
sections:
- title: Introduction
local: "Unit 11 - Zero Shot Computer Vision/1"
local: "unit11/1"
- title: Zero-shot Learning
local: "Unit 11 - Zero Shot Computer Vision/2"
local: "unit11/2"
- title: Unit 12 - Ethics and Biases
sections:
- title: 'Exploring Ethical Foundations in CV Models'
local: "Unit 12 - Ethics and Biases/pre-intro"
local: "unit12/pre-intro"
- title: Introduction
local: "Unit 12 - Ethics and Biases/introduction"
local: "unit12/introduction"
- title: "Ethics and Bias in AI"
local: "Unit 12 - Ethics and Biases/ethics-bias-ai"
local: "unit12/ethics-bias-ai"
- title: "Hugging Face's efforts: Ethics and Society"
local: "Unit 12 - Ethics and Biases/conclusion"
local: "unit12/conclusion"
- title: "Supplementary reading and resources"
local: "Unit 12 - Ethics and Biases/supplementary-material"
local: "unit12/supplementary-material"
- title: Unit 13 - Outlook
sections:
- title: Retention In Vision
local: "Unit 13 - Outlook/Retention - overview"
local: "unit13/retention"
- title: Overview of Hiera
local: "Unit 13 - Outlook/hiera"
local: "unit13/hiera"
- title: Overview of Hyena
local: "Unit 13 - Outlook/hyena"
local: "unit13/hyena"
- title: Overview of I-JEPA
local: "Unit 13 - Outlook/i-jepa"
local: "unit13/i-jepa"
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