[EHxuban11]

What: README redesign for the English landing page.
Why: shorter page with a banner, task-first sections and links to the guides.

• New banner (docs/readme/banner.png, source scripts/readme/banner.html) and a one-line description
• Sections are now Install, Train, Inference, Export, Documentation, Complete list of models, Follow us, Contributors, Sponsors, License
• Train, Inference and Export link to their guides on libreyolo.com
• Model table: 120 model names link to their docs page; 27 without a page stay plain text
• Removed "Why LibreYOLO", the accuracy chart and "Beyond detection" from the English README
• Sponsors copy rewritten, supporters shown with GitHub avatars; SPONSORS.md touched by the earlier commit on this branch
• Optional extras: paddle added to the extras left out of all, matching pyproject.toml
• Kept the Hugging Face mirror note from Honour HF_ENDPOINT and hint at a mirror when huggingface.co is unreachable #1033 under Install

Check: rendered README on the branch, light and dark theme.
Not verified: unit tests were not run locally (no pytest in the environment); README.zh-CN.md has the banner and the earlier section order but does not yet mirror the latest English changes (it still has the chart and the removed sections); the LibreYOLO("LibreYOLO/LibreRFDETRn") example was not executed; the Greptile CLI pre-review had not finished when this PR was opened.
Opened by an agent.

Code provenance

Original content written for this PR: README text, a banner image rendered from first-party HTML/CSS using the project's own logo mark, and a standard-library chart script from the earlier commit on this branch. The banner text is set in Outfit and JetBrains Mono (both SIL Open Font License) and shipped only as a rendered PNG. No third-party code ported, adapted, or introduced; no GPL/AGPL/LGPL/non-commercial/unknown-license material involved.

Confidence Score: 4/5

The PR appears safe to merge, with non-blocking fixes for example prerequisites and chart refresh checks.

Findings

1.  The example needs extra packages ▶
2.  Chart refresh ignores image count ▶

Summary

Redesigns the English landing page with a banner, task-first examples, model links, and supporter avatars. Also updates the Chinese README and adds a chart generator.

• Training, inference, and export examples now lead readers to their matching guides.
• The model catalog groups models by task and links available documentation.
• The README now leads with the install command and a short project introduction.
• The Chinese README pairs its longer showcase with a theme-aware benchmark chart.
• Community and sponsor sections now show direct ways to follow and support LibreYOLO.

_{Reviews (1) · Last reviewed commit: "Add README banner and simplify sections" · Reviewed by Greptile}

[greptile-apps]

The example needs extra packages

After the documented pip install libreyolo, this example fails because repo-name loading needs huggingface_hub. The English RF-DETR example also needs transformers. Add pip install "libreyolo[hf,rfdetr]" beside this example and the hf prerequisite beside the Chinese example so readers can run them without missing-package errors.

Note: If this suggestion doesn't match your team's coding style, reply to this and let me know. I'll remember it for next time!

[greptile-apps]

Chart refresh ignores image count

refresh() accepts results without checking the advertised 500-image subset. If a replacement result for the same model and device uses a different image count, the README will still label it as 500 images. Reject rows whose dataset.num_images is not 500 before writing the CSV.

Suggested change

	and r["dataset"]["id"] == "coco2017"
	and r["model"]["id"] in wanted
	and r["dataset"]["id"] == "coco2017"
	and r["dataset"]["num_images"] == 500
	and r["model"]["id"] in wanted