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Description:
rectiou 0.0.1
rectiou
Rectiou is a pytorch implementation of the intersection over union (IoU) between two rotated rectangles.
Supports:
✅ Works with rotated rectangles: can handle rectangles with any angle.
✅ Batched computation: No for loops, if statements, or other control flow. Can have as many batch dimensions as you want.
✅ Fast: faster than OpenCV's implementation.
✅ Differentiable: Can be used in a pytorch model and backpropagated through.
✅ GPU: can be run on the GPU.
✅ No weird stuff: everything is implemented in plain pytorch, no weird custom CUDA kernels or anything like that.
Example
Usage is simple:
import torch
import rectiou
# Rectangles: [x, y, w, h, radians]
rect_a = torch.tensor([0.0, 0.0, 1.0, 1.0, 0.0])
rect_b = torch.tensor([0.2, 0.1, 1.1, 0.8, torch.pi / 4])
# Intersection over union
iou = rectiou.compute_iou(rect_a, rect_b)
Installation
pip install rectiou
To test that everything is working correctly, run:
pip install rectiou[tests]
pytest
License:
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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