lightly-ai / lightly-ai/lightly-train
[QUESTION] Did u compare ssl pretrained with coco pretrained for object detection?
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Description
First, I’d like to say thank you — you’re doing a great job, and I truly appreciate the work and effort behind this project.
Question is, did u make comparison with ssl pretrained models and coco pretrained models for object detection?
I have dataset of 30k images of person in hardhat, person without hardhat.
Environment is noisy manufacturing, so it is a big difference from usual coco images in terms of distribution.
First, on unlabeled images trained according to this tutorial trained ssl checkpoint https://docs.lightly.ai/train/stable/models/ultralytics.html
Then trained 2 models, both on 10% of labeled data, one with exported_last.pt from ssl, one with coco pretrained, all other hyperparameters are the same, same full 100% validation.
And i still got better metric with coco, like with 8% F1 difference.
Decreasing amout of labeled data to 2-3-5% didnt help.
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Research direction
Review the comparison described in the issue and the linked Ultralytics SSL training tutorial first. Reproduce the SSL-versus-COCO-pretrained experiment using the stated labeled-data percentages, shared hyperparameters, and full validation set. Done means documenting a supported comparison or a clear explanation of the observed metric difference; no repository files or tests are identified in the issue.
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Assessment
- Tech stack
- python, pytorch
- Domain
- computer-vision, machine-learning
- Issue type
- Documentation
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Quiet
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100