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Shift out-of-FOV crops and preserve background pixels#16

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MattsonCam wants to merge 3 commits intomainfrom
modify_cropping
Open

Shift out-of-FOV crops and preserve background pixels#16
MattsonCam wants to merge 3 commits intomainfrom
modify_cropping

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This pr shifts nuclei crops if they extend outside of the FOV so additional black pixels are not needed. Likewise, the pixels between the nuclei bounding box and the crop are preserved.

Cameron Mattson added 3 commits April 30, 2026 14:41
Fail fast in `_compute_shifted_window` when `axis_limit <= 0` by raising
a `ValueError` instead of returning `(0, 0)`.

This makes invalid image-dimension inputs explicit, prevents silent creation
of empty windows, and surfaces upstream data issues earlier during cache
building. Also update the function docstring to document the new exception.
Make `_compute_shifted_window` fail fast on invalid inputs by raising
`ValueError` when `axis_limit <= 0` or `target_size <= 0`, instead of
silently returning an empty window for invalid axis limits.

Refactor window placement to clamp `window_start` once within valid bounds
and derive `window_end` from it. This guarantees fixed `target_size` window
length whenever `target_size < axis_limit`, while preserving full-axis
fallback behavior when the requested crop size exceeds the image axis.
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