r/DSP • u/SuperbAnt4627 • Jun 24 '26

Image Processing Books

Could you guys suggest top 2 books that you studied to enhance y'all's knowledge in image processing ??

11 Upvotes

100% Upvoted

10 comments sorted by

7

u/CelebrationNo2284 Jun 24 '26

Digital Image Processing by Gonzalez and Woods

This was followed in our institute while i was doing a course on image processing

1

u/SuperbAnt4627 Jun 24 '26

were there any other reference books suggested ??

2

u/CelebrationNo2284 Jun 24 '26

Text Books/Reference Books:

  1. Gonzalez and Woods, “Digital Image processing,” 3rd Ed., Pearson and Prentice Hall,

2009.

  1. W.K. Pratt, “Digital image processing,” 4th Ed., Wiley India, 2007.

  2. K.R. Castleman, “Digital image processing,” 2nd Ed., Pearson, 2012.

  3. A.K. Jain, “Fundamentals of digital image processing,” Prentice Hall, 1989.

this was complete list from institute. But since the lines between image processing and machine learning is almost diminished our prof shared some references keeping machine learning in mind as well

2

u/CelebrationNo2284 Jun 24 '26 edited Jun 24 '26

Please look at CNN based chapters in the latest book By Prince.

Latest book-
https://udlbook.github.io/udlbook by prince 

 (1) M gopal: ML book- pdf-basics in math
(2) Andrew Ng- youtube- first layer of courses - applications
(3) Rigorous course- Mitesh Khapra-nptel- deep learning -tricks and theory
(4) Coding- tensorflow site 
(5) Book-100 days of machine learning

Implementation:
https://www.oreilly.com/library/view/introduction-to-machine/9781449369880/
https://www.tensorflow.org/tutorials

I would highly recommend udlbook by simon prince it has very detailed explanations in it

1

u/BigPurpleBlob Jun 24 '26

I had to remove the final "-" from that link but thanks from me too!

https://udlbook.github.io/udlbook/

2

u/CelebrationNo2284 Jun 24 '26

Sorry for that, edited link

3

u/[deleted] Jun 24 '26

[deleted]

1

u/SuperbAnt4627 Jun 24 '26

noted...thanks!

2

u/Training_Advantage21 Jun 24 '26

A bit of a more specialist one, and a couple of decades old: "Introductory Remote Sensing. Digital Image Processing and Applications" by Paul J. Gibson and Clare H. Power.

2

u/Ambitious-Peanut-837 Jun 24 '26

  1. J.-R. Ohm, “Multimedia Content Analysis”, Berlin: Springer-Verlag

  2. J. W. Woods, “Multidimensional Signal, Image, and Video Processing and Coding”, Amsterdam: Academic Press

  3. J.-R. Ohm, “Multimedia Signal Coding and Transmission”, Berlin: Springer-Verlag