mirror of https://github.com/open-mmlab/mmcv.git
[Fix] Fix the potential NaN bug in calc_square_dist() (#2356)
parent
9709ff3f8c
commit
3c35bab67c
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@ -24,16 +24,11 @@ def calc_square_dist(point_feat_a: Tensor,
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torch.Tensor: (B, N, M) Square distance between each point pair.
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"""
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num_channel = point_feat_a.shape[-1]
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# [bs, n, 1]
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a_square = torch.sum(point_feat_a.unsqueeze(dim=2).pow(2), dim=-1)
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# [bs, 1, m]
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b_square = torch.sum(point_feat_b.unsqueeze(dim=1).pow(2), dim=-1)
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corr_matrix = torch.matmul(point_feat_a, point_feat_b.transpose(1, 2))
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dist = a_square + b_square - 2 * corr_matrix
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dist = torch.cdist(point_feat_a, point_feat_b)
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if norm:
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dist = torch.sqrt(dist) / num_channel
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dist = dist / num_channel
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else:
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dist = torch.square(dist)
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return dist
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