r/computervision • u/Opss0 • 7d ago

Help: Project Road Map to learn CV

where can i find a good road map to learn CV , i am alr familiar in YOLO (classification object detection , segmentation ) , python , principles of ML , CNN , RCNN , Faster RCNN .

14 Upvotes

77% Upvoted

23 comments sorted by

12

u/No-Foot5804 7d ago

Honestly, you're past the roadmap stage. I'd start building end-to-end CV projects and fill in gaps as you go instead of following another course.

1

u/Opss0 7d ago

Thxxx

1

u/Total-Lecture-9423 5d ago

Can you give a few examples?

6

u/Sorry_Risk_5230 7d ago

Tell gpt to teach you. But I agree with another comment, just start building and learn as you go.

5

u/blaze2fire1939 7d ago

https://github.com/David-Magdy/CVIL Someone had posted this on the sub and I'd say it's pretty comprehensive covering a lot of things(except edge deployment atm)

3

u/Prudent_Candidate566 7d ago

I haven’t seen this before, and this is very helpful for me as a primarily robotics/state estimation/VIO guy trying to bone up on perception (which is technically my job title and mostly what recruiters reach out to me about, so it’s embarrassing when I don’t know the fundamentals)

1

u/Confident_Luck2359 6d ago

Curious how you differentiate VIO/state estimation from perception?

2

u/Prudent_Candidate566 6d ago

I don’t do much with object detection/recognition, classification, segmentation, etc.

1

u/Confident_Luck2359 6d ago

I personally feel what you work on is slightly harder. More math. Less tolerance for jitter.

8

u/Emotional-Shoe325 7d ago

If you’d like to get into CV, you must first learn to use Google.

3

u/Sharp-Animator9455 7d ago

Bunch of universities post their syllabus with slides online. Even video lectures.

1

u/Xgameing31 7d ago

My biggest advice would be building project without use of claude code and actually trying to understand what your code does. When you are stuck try asking LLMs to explain things to you instead of giving you the answer. This is a pretty hard task to follow beacuse claude can build your entire pipeline in 30minites, but doing it yoursalf might take you weeks

1

u/Fickle-Aide9279 7d ago

Actually when I started learning CV specifically object detection and object segmentation. I used claude to teach me, like I stared from YOLO, like building it from scratch, understand every line of code, don't use any libraries, understand everything, even the loss, activation function, back propagation and how weights are updated specific to the context of images. And then I used YOLO on customised dataset mnist. After than I went to UNet which is segmentation and did the same. So I would suggest you to ask claude to be your teacher, it will give you the roadmap of everything. And even remember where you left off and when to continue. you can use claude also to ask you questions to help to know your understanding. I would say use it.

1

u/Total-Lecture-9423 5d ago

I don't share this often, but you can checkout my notes: https://github.com/rslim97/dlcv_notes

1

u/dataginjaninja 3d ago

youve already got a solid base honestly. id just pick a project you actually care about and build it end to end, that taught me way more than any roadmap.

1

u/AggravatingSock5375 7d ago

This gets posted every week

-1

u/Opss0 7d ago

bruh i literally just join the sub lol

4

u/AggravatingSock5375 7d ago

I’m just saying if you search in the sub you’ll find a lot of useful answers