- Added `sv.mask_to_roi` as an explicit migration path for exclusive mask bounds
- Fixed COCO, CreateML, and Pascal VOC export validation to reject ambiguous or colliding dataset paths before writing
- Fixed in-memory `DetectionDataset` split and merge behavior
- Fixed `supervision` imports to avoid loading ByteTrack until it is used
- Fixed detection conversion helpers to support coordinate-convention migration while preserving legacy inclusive defaults
- Fixed Azure tag mapping, anchor rounding, and line-zone smoothing to avoid incorrect or ghost detections
- Fixed video processing shutdown handling for timeout and full-queue cases
- Improved downloader, validator, documentation, and regression coverage for the shipped dataset, detection, annotator, image, and video behavior
---------
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- `from_tensorflow` scaled boxes in place on the array returned by `.numpy()`, which can share memory with the source tensor — corrupting caller data and double-scaling on a repeat call; copy before scaling
- `from_lmm` raised a bare `KeyError` for `MOONDREAM` and `QWEN_3_VL`, which the enum and docstring advertise; map both to their `VLM` members
- `from_deepseek_vl_2` returned a `(0,)`-shaped `xyxy` on empty output, so a zero-detection response crashed the `Detections` constructor; return `(0, 4)` like the other parsers
- `extract_ultralytics_masks` binarized bilinear-resized masks with `> 0`, dilating every mask at object boundaries; threshold at 0.5 to match Ultralytics
- add connector coverage: fake-result shims and round-trip tests (N>1, N=1, empty) for the nine previously untested `from_*` connectors and the `detection/tools/transformers.py` processors; one empty-`segments_info` panoptic case is xfail-marked pending a separate fix
* test(ci-fix): drop deprecated Pillow mode arg from panoptic helpers
* test(coverage): add from_qwen_3_vl end-to-end parametrized tests
* test(quality): harden test isolation, xfail strictness, and kwarg forwarding
* fix(detection): fix class_name empty dtype; annotate mask threshold asymmetry
* chore: ruff-format cleanup (blank lines)
---------
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
- Added `KeyPoints.visible` mask support for per-keypoint visibility
- Split confidence into `keypoint_confidence` and `detection_confidence`
- Kept legacy `KeyPoints.confidence` as deprecated forwarding alias
- Updated `KeyPoints` slicing/filtering to preserve visibility and confidence fields
- Fixed `KeyPoints.__getitem__` row-index normalization for NumPy scalar, 0-D array, and boolean indexing
- Fixed `detection_confidence` indexing to use normalized row indices
- Updated `VertexAnnotator` to skip invisible keypoints
- Updated `EdgeAnnotator` to skip invisible keypoints and edges
- Added per-class skeleton support to `EdgeAnnotator`
- Added multi-skeleton support to `VertexLabelAnnotator`
- Added label validation for `VertexLabelAnnotator`
- Added color-list length validation for keypoint annotators
- Added `VertexEllipseAreaAnnotator`
- Added `VertexEllipseOutlineAnnotator`
- Added `VertexEllipseHaloAnnotator`
- Kept/exported `VertexEllipseAnnotator` alongside the new ellipse variants
- Standardized keypoint annotator docstrings and executable examples
- Added/updated `validate_detection_confidence` and `validate_visible`
- Removed/cleaned old keypoint validator shims
- Added regression tests for visibility, confidence fields, multi-skeleton behavior, and indexing edge cases
- Updated helpers and RF-DETR/keypoint tests for the new confidence/visibility model
- Added API design principles to contributing docs
- Ignored local multi-skeleton test script in `.gitignore`
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
* Supersedes #1967
* fix: COCO-compliant mAR calculation
* Add complex test of mAP
* fix(metrics): cast optional detections fields in mAR metric for mypy
* Add `create_yolo_dataset` utility and refactor tests with fixtures for reusable scenarios
* Refine docstrings for clarity and consistency, adding inline formatting and fixing typos in test helpers and metrics.
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: jirka <6035284+Borda@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
Jirka Borovec
Piotr Skalski
Vijay Vignesh
Panagiota Moraiti
Jiwon