C Image Loader to Tensor in C | Load, Resize & Normalize Images

Published: 07 September 2025
on channel: MatrixMind
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Bro, welcome to the ultimate C image loader tutorial! In this video, we break down step-by-step how to load images in C using stb_image, resize them with nearest neighbor interpolation, convert from HWC to CHW format, and pack everything into a tensor—perfect for ML preprocessing.

What we cover:
is_image_file: filter image files by extension
resize_nn: nearest neighbor resizing logic
hwc_to_chw_float: format conversion + normalization
load_images_resized: combining everything and building the tensor
free_tensor: safe cleanup to prevent memory leaks
main(): tying it all together & printing some results

Grab the full annotated code + Jupyter notebook on my website for easy download and experimentation:
👉 https://aitoolskit.pro/notebook/

Ideal for C programmers diving into image preprocessing, ML pipelines, or anyone curious how raw pixels become usable tensors. This tutorial is clear, concise, and practical—ready for real-world use.

Liked the breakdown? Smash that like button, subscribe for more low-level ML tutorials, and drop a comment if you want code coverage for PyTorch or Python next!

⏱ Timestamps:
0:00 Intro
0:30 is_image_file
1:00 resize_nn
1:45 hwc_to_chw_float
2:30 load_images_resized
3:15 free_tensor & main
4:00 Outro & code link

Thanks for watching, bro! Stay coding.

YouTubeTags
#CProgramming #ImageProcessing #Tensor #MachineLearning #CCode #stb_image #ResizeImage #HWCtoCHW


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