pytorch rgb转hsv
时间: 2023-12-13 12:32:46 浏览: 273
以下是使用PyTorch实现RGB到HSV色彩空间转换的代码:
```python
import torch
def rgb_to_hsv(rgb):
# 将RGB值归一化到[0, 1]
r, g, b = rgb[:, 0], rgb[:, 1], rgb[:, 2]
max_val, max_idx = torch.max(rgb, dim=1)
min_val, min_idx = torch.min(rgb, dim=1)
delta = max_val - min_val
delta_zero = delta == 0
# 计算Hue
hue = torch.zeros_like(max_val)
hue[max_idx == 0] = (g - b) / delta[max_idx == 0]
hue[max_idx == 1] = 2.0 + (b - r) / delta[max_idx == 1]
hue[max_idx == 2] = 4.0 + (r - g) / delta[max_idx == 2]
hue[delta_zero] = 0.0
hue = (hue / 6.0) % 1.0
# 计算Saturation
saturation = delta / max_val
saturation[delta_zero] = 0.0
# 计算Value
value = max_val
# 将HSV值还原到[0, 255]
hue = hue * 255.0
saturation = saturation * 255.0
value = value * 255.0
return torch.stack([hue, saturation, value], dim=1)
```
其中,输入的RGB值应该是一个形状为(N, 3)的张量,每一行代表一张图片的RGB值。输出的HSV值也是一个形状为(N, 3)的张量,每一行代表一张图片的HSV值。
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