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<Foundations of Computer Vision> Book

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.github/workflows
.github/workflows
 
 
_extensions
_extensions
 
 
demos
demos
 
 
docs
docs
 
 
figures
figures
 
 
scripts
scripts
 
 
src @ ec5a3fd
src @ ec5a3fd
 
 
.gitignore
.gitignore
 
 
.gitmodules
.gitmodules
 
 
2d_motion_from_3d.qmd
2d_motion_from_3d.qmd
 
 
3d_learning.qmd
3d_learning.qmd
 
 
3d_scene_understanding_single_view.qmd
3d_scene_understanding_single_view.qmd
 
 
3d_scene_understanding_stereo.qmd
3d_scene_understanding_stereo.qmd
 
 
README.md
README.md
 
 
VLMs.qmd
VLMs.qmd
 
 
_quarto.yml
_quarto.yml
 
 
all.bib
all.bib
 
 
backpropagation.qmd
backpropagation.qmd
 
 
bias_and_shift.qmd
bias_and_shift.qmd
 
 
blurring_2.qmd
blurring_2.qmd
 
 
camera_as_linsys.qmd
camera_as_linsys.qmd
 
 
color.qmd
color.qmd
 
 
conditional_generative_models.qmd
conditional_generative_models.qmd
 
 
convolutional_neural_nets.qmd
convolutional_neural_nets.qmd
 
 
copyright.qmd
copyright.qmd
 
 
data_augmentation.qmd
data_augmentation.qmd
 
 
derivatives.qmd
derivatives.qmd
 
 
elsevier-with-titles.csl
elsevier-with-titles.csl
 
 
fairness.qmd
fairness.qmd
 
 
generative_modeling_and_rep_learning.qmd
generative_modeling_and_rep_learning.qmd
 
 
generative_models.qmd
generative_models.qmd
 
 
gradient_descent.qmd
gradient_descent.qmd
 
 
graphical_models.qmd
graphical_models.qmd
 
 
homogeneous_coordinates.qmd
homogeneous_coordinates.qmd
 
 
homography.qmd
homography.qmd
 
 
how_to_do_research.qmd
how_to_do_research.qmd
 
 
how_to_give_talks.qmd
how_to_give_talks.qmd
 
 
how_to_write_papers.qmd
how_to_write_papers.qmd
 
 
image_processing_fourier.qmd
image_processing_fourier.qmd
 
 
imaging.qmd
imaging.qmd
 
 
imaging_geometry.qmd
imaging_geometry.qmd
 
 
index.qmd
index.qmd
 
 
intro_to_learning.qmd
intro_to_learning.qmd
 
 
lenses.qmd
lenses.qmd
 
 
linear_image_filtering.qmd
linear_image_filtering.qmd
 
 
motion_estimation.qmd
motion_estimation.qmd
 
 
motion_estimation_intro.qmd
motion_estimation_intro.qmd
 
 
multiview.qmd
multiview.qmd
 
 
nerf.qmd
nerf.qmd
 
 
neural_nets.qmd
neural_nets.qmd
 
 
neural_nets_as_distribution_transformers.qmd
neural_nets_as_distribution_transformers.qmd
 
 
notations.qmd
notations.qmd
 
 
object_recognition_v3.qmd
object_recognition_v3.qmd
 
 
objects.qmd
objects.qmd
 
 
optical_flow.qmd
optical_flow.qmd
 
 
part_challenges_in_learning_based_vision.qmd
part_challenges_in_learning_based_vision.qmd
 
 
part_closing_remarks.qmd
part_closing_remarks.qmd
 
 
part_foundation_image_processing.qmd
part_foundation_image_processing.qmd
 
 
part_foundation_learning.qmd
part_foundation_learning.qmd
 
 
part_foundations.qmd
part_foundations.qmd
 
 
part_generative_models_and_representation.qmd
part_generative_models_and_representation.qmd
 
 
part_image_formation.qmd
part_image_formation.qmd
 
 
part_linear_filters.qmd
part_linear_filters.qmd
 
 
part_neural_architectures.qmd
part_neural_architectures.qmd
 
 
part_on_research.qmd
part_on_research.qmd
 
 
part_sampling_and_multiscale.qmd
part_sampling_and_multiscale.qmd
 
 
part_scene_understanding.qmd
part_scene_understanding.qmd
 
 
part_statistical_image_models.qmd
part_statistical_image_models.qmd
 
 
part_understanding_geometry.qmd
part_understanding_geometry.qmd
 
 
part_understanding_motion.qmd
part_understanding_motion.qmd
 
 
perceptual_organization.qmd
perceptual_organization.qmd
 
 
pre-title.html
pre-title.html
 
 
problem_of_generalization.qmd
problem_of_generalization.qmd
 
 
pyramids_new_notation.qmd
pyramids_new_notation.qmd
 
 
recurrent_neural_nets.qmd
recurrent_neural_nets.qmd
 
 
references.qmd
references.qmd
 
 
representation_learning.qmd
representation_learning.qmd
 
 
representing_the_image.qmd
representing_the_image.qmd
 
 
sampling_and_aliasing.qmd
sampling_and_aliasing.qmd
 
 
scenes.qmd
scenes.qmd
 
 
sectionstat.html
sectionstat.html
 
 
series.qmd
series.qmd
 
 
simplesystem.qmd
simplesystem.qmd
 
 
simplesystem_final.qmd
simplesystem_final.qmd
 
 
spatial_filter_sets.qmd
spatial_filter_sets.qmd
 
 
stat_image_models_revised.qmd
stat_image_models_revised.qmd
 
 
taxonomy.qmd
taxonomy.qmd
 
 
temp.tex
temp.tex
 
 
temporal_filters_v2.qmd
temporal_filters_v2.qmd
 
 
textures.qmd
textures.qmd
 
 
transfer_learning.qmd
transfer_learning.qmd
 
 
transformers.qmd
transformers.qmd
 
 
upsamplig_downsampling_2.qmd
upsamplig_downsampling_2.qmd
 
 
visionbib.bib
visionbib.bib
 
 
visionbook.css
visionbook.css
 
 
visionscience.qmd
visionscience.qmd
 
 

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Foundations of Computer Vision

Cloning (Large Repo)

⚠️ This repo is large!!

For a faster clone:

git clone --depth=1 git@github.com:Foundations-of-Computer-Vision/visionbook.git

Local Development

  1. Install Quarto — download the CLI and verify with quarto --version

  2. Preview the book:

    quarto preview

    This opens a live-reloading browser tab at localhost:<port>.

Content

Chapters are written in .qmd files (Quarto Markdown), which use syntax similar to Markdown with LaTeX math support. Quarto converts these to HTML for the website.

About

<Foundations of Computer Vision> Book

visionbook.mit.edu

Resources

Readme
License
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678 stars

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