| --- |
| title: "imcui.ui.matching" |
| description: "Image matching and RANSAC filtering functions" |
| --- |
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| Core matching functions and RANSAC filtering for robust feature matching. |
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| Run image matching with specified matcher. |
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| ```python |
| from imcui.ui import run_matching |
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| result = run_matching( |
| image0, image1, |
| matcher_name="superpoint-lightglue", |
| device="cuda" |
| ) |
| ``` |
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| **Parameters:** |
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| | Parameter | Type | Description | |
| |-----------|------|-------------| |
| | `image0` | np.ndarray | First image (RGB numpy array) | |
| | `image1` | np.ndarray | Second image (RGB numpy array) | |
| | `matcher_name` | str | Name of matcher from vismatch | |
| | `device` | str | Device: "cuda", "cpu", "mps" | |
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| **Returns:** |
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| Dictionary containing keypoints, matches, and scores. |
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| Run RANSAC filtering on matched points. |
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| ```python |
| from imcui.ui import run_ransac |
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| filtered_matches = run_ransac( |
| kp0, kp1, matches, |
| ransac_method="CV2_USAC_MAGSAC", |
| threshold=8.0 |
| ) |
| ``` |
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| **Parameters:** |
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| | Parameter | Type | Description | |
| |-----------|------|-------------| |
| | `kp0` | np.ndarray | Keypoints from first image | |
| | `kp1` | np.ndarray | Keypoints from second image | |
| | `matches` | np.ndarray | Matched point pairs | |
| | `ransac_method` | str | RANSAC method for filtering | |
| | `threshold` | float | RANSAC reprojection threshold | |
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| **Returns:** |
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| Filtered matches after RANSAC filtering. |
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| Filter matches by confidence threshold. |
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| ```python |
| from imcui.ui import filter_matches |
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| clean_matches = filter_matches(matches, scores, threshold=0.2) |
| ``` |
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| **Parameters:** |
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| | Parameter | Type | Description | |
| |-----------|------|-------------| |
| | `matches` | np.ndarray | Matched point pairs | |
| | `scores` | np.ndarray | Confidence scores | |
| | `threshold` | float | Minimum confidence threshold | |
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| **Returns:** |
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| Filtered matches above threshold. |
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| **Source Code**: [imcui/ui/matching.py](https://github.com/Vincentqyw/image-matching-webui/blob/main/imcui/ui/matching.py) |
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