You could use matplotlib and plot each channel in a subplot:
imgs = torch.empty(1, 16, 16, 16).uniform_(0, 1)

f, axarr = plt.subplots(imgs.size(1))

for idx in range(imgs.size(1)):
    img = imgs[:, idx].squeeze().numpy()
    axarr[idx].imshow(img)