- Added image loading from HTTP and HTTPS URLs with descriptive URL validation errors
- Added optional caching for image URL loads using the shared Supervision cache
- Improved URL downloads with atomic file replacement and shared download behavior across image loading and asset downloads
- Updated image decoding compatibility with Pillow fallbacks when OpenCV decoding or encoding is unavailable
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Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- Added `sv.ImageWindow`, a Tkinter/Pillow-based desktop image viewer with BGR, grayscale, and BGRA support, keyboard polling, left-click callbacks, context-manager usage, window-state checks, and clean close handling
- Added responsive image resizing with optional aspect-ratio preservation and correctly mapped mouse coordinates after scaling or letterboxing
- Updated compatible runnable examples to use `sv.ImageWindow`, while retaining OpenCV display APIs for worker-thread streaming examples that are incompatible with Tkinter
- Improved `sv.cv2_to_pillow` to support grayscale and BGRA images
- Updated webcam guidance to clarify capture ownership and explicit `VideoCapture` cleanup
- Fixed image-window event handling to prevent stale keypresses, ghost windows, close-time races, and blocked waits after the window closes
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Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- 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
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Co-authored-by: Codex <codex@openai.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- Extend active deprecation removals to 0.31.0 and align deprecated API docs, changelog, and warnings.
- Add missing reference docs for VLM, conversion helpers, geometry, metrics extras, and tracker deprecation notices.
- Raise when ImageSink cannot write an image and cover the failure path with a regression test.
- Correct conversion and deprecated docs to match exported names and restore KeyPoints.confidence.
- Add regression coverage for SUPERVISION_DEPRECATION_WARNING precedence and document ImageSink.save_image() failure behavior.
* test: add validation and behavior tests for Color, Position, and polygon approximation adjustments
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Co-authored-by: Codex <codex@openai.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
- Fixed annotators to avoid internal deprecation warnings from image overlay usage while preserving the public deprecated wrapper
- Fixed CropAnnotator crashes for partially out-of-frame detections by clipping crops to scene bounds and skipping degenerate boxes
- Fixed HeatMapAnnotator heat disappearing after 256 accumulated frames
- Fixed video frame generation to release the capture when iteration ends early
- Updated documentation for overlay deprecation, crop clipping behavior, and video capture release guarantees
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Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Add postponed annotations to test modules and modernize one test helper annotation for Python 3.9-compatible collection.
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Co-authored-by: Codex <codex@openai.com>
- ValueError → TypeError in all three ensure_*_image_for_* decorators (conversion.py): the decorator intercepts non-ndarray/PIL inputs before the wrapped body runs, so the inner raises were unreachable; fixing at the decorator level fixes all annotators at once
- Remove 5 dead isinstance guards from key_points/annotators.py and 4 from utils/image.py (all now covered by the decorator fix)
- Remove dead assert isinstance(scene, Image.Image) from RichLabelAnnotator.annotate (ensure_pil_image_for_class_method guarantees PIL.Image before inner body)
- Add @ensure_cv2_image_for_class_method to VertexLabelAnnotator.annotate for PIL parity (only decorated annotator missing it)
- Rewrite tests to call public API directly (no __wrapped__ bypass); replace with TestAnnotatorInputValidation class (parametrized, IDs, AAA) + parametrized test_image_utils_wrong_type_raises
- Add Raises: TypeError sections to all 6 annotator .annotate() docstrings, 4 image util docstrings, and 3 decorator docstrings
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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>
Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
- Delete letterbox_image alpha block (lines 266-270): block wrote to
caller's input array, not image_with_borders; used wrong coordinate
system (resized vs original dims); redundant since cv2.copyMakeBorder
already sets alpha=0 in padded regions when given a 3-element value
- Add test_letterbox_image_for_rgba_opencv_image: asserts padded alpha=0,
interior alpha preserved, and input array not mutated after call
- Update letterbox_image docstring: image param lists (H,W,3)/(H,W,4)/
(H,W)/PIL shapes; add Note on BGRA alpha behavior; add grayscale doctest
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Co-authored-by: jirka <6035284+Borda@users.noreply.github.com>
Co-authored-by: Claude Code <noreply@anthropic.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
Erik
Jirka Borovec
Vikas saini
Andrew Barnes