- Reinstated NumPy-safe `Classifications` equality and ordered class-list comparisons in dataset equality.
- Restored greedy matching plus size-bucket scoring for Precision, Recall, F1, and MeanAverageRecall, with regression coverage for the medium-object boundary case.
- Filter size-bucket precision, recall, and F1 against target boxes so predictions no longer claim the bucket.
- Preserve confidence order for bucketed mAR@K scoring and return zero when a bucket has no support.
- Add regression coverage for bucket matching, empty-support mAR, top-K limits, and missing-mask errors.
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Co-authored-by: Codex <codex@openai.com>
- Convert timm classification logits with softmax so confidence values match the normalized scale used by other classification adapters.
- Verify asset MD5 hashes after fresh downloads and retry once when a payload is corrupted.
- Add focused regressions for timm confidence scaling and asset download integrity paths.
- Convert from_timm outputs to probabilities before applying thresholds and document that existing thresholds may need retuning.
- Add downloader regression coverage for repeated MD5 mismatches so exhausted retries now raise ValueError.
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Co-authored-by: Codex <codex@openai.com>
* refactor docstrings in draw, classification, and key_points
* Refactor type annotations, logging, and empty output handling across key modules
* Refactor type annotations in `core.py` to include conditional `TYPE_CHECKING` for `torch` imports
* Apply suggestions from code review
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Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* refactor: reorganize project structure and update module imports
* configure setuptools to use 'src' layout and adjust package discovery
* refactor: move tests to `tests` directory and update imports accordingly
* update lint and mypy configurations to align with `src` and `tests` structure
* update test imports to use corrected `tests.helpers` module path
* fix(pre_commit): 🎨 auto format pre-commit hooks