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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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