Mercurial > pylearn
changeset 1456:272879b84d30
added io/image_tiling:tile_slices_to_image which is a better version of tile_raster_*
author | James Bergstra <bergstrj@iro.umontreal.ca> |
---|---|
date | Mon, 04 Apr 2011 19:03:48 -0400 |
parents | 93e5ce7ccd6d |
children | 9d941cd77479 |
files | pylearn/io/image_tiling.py |
diffstat | 1 files changed, 53 insertions(+), 1 deletions(-) [+] |
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line diff
--- a/pylearn/io/image_tiling.py Mon Apr 04 19:01:12 2011 -0400 +++ b/pylearn/io/image_tiling.py Mon Apr 04 19:03:48 2011 -0400 @@ -40,9 +40,13 @@ :rtype: a 2-d array with same dtype as X. """ + # This is premature when tile_slices_to_image is not documented at all yet, + # but ultimately true: + #print >> sys.stderr, "WARN: tile_raster_images sucks, use tile_slices_to_image" if len(img_shape)==3 and img_shape[2]==3: # make this save an rgb image - + if scale_rows_to_unit_interval: + print >> sys.stderr, "WARN: tile_raster_images' scaling routine messes up colour - try tile_slices_to_image" return tile_raster_images( (X[:,0::3], X[:,1::3], X[:,2::3], None), img_shape=img_shape[:2], @@ -69,6 +73,8 @@ in zip(img_shape, tile_shape, tile_spacing)] if isinstance(X, tuple): + if scale_rows_to_unit_interval: + raise NotImplementedError() assert len(X) == 4 if output_pixel_vals: out_array = numpy.zeros((out_shape[0], out_shape[1], 4), dtype='uint8') @@ -141,3 +147,49 @@ img.save(filename) return img +def tile_slices_to_image_uint8(X, tile_shape=None): + if str(X.dtype) != 'uint8': + raise TypeError(X) + if tile_shape is None: + #how many tile rows and cols + (TR, TC) = most_square_shape(X.shape[0]) + H, W = X.shape[1], X.shape[2] + + Hs = H+1 #spacing between tiles + Ws = W+1 #spacing between tiles + + trows, tcols= most_square_shape(X.shape[0]) + outrows = trows * Hs - 1 + outcols = tcols * Ws - 1 + out = numpy.zeros((outrows, outcols,3), dtype='uint8') + tr_stride= 1+X.shape[1] + for tr in range(trows): + for tc in range(tcols): + Xrc = X[tr*tcols+tc] + if Xrc.ndim==2: # if no color channel make it broadcast + Xrc=Xrc[:,:,None] + #print Xrc.shape + #print out[tr*Hs:tr*Hs+H,tc*Ws:tc*Ws+W].shape + out[tr*Hs:tr*Hs+H,tc*Ws:tc*Ws+W] = Xrc + img = Image.fromarray(out, 'RGB') + return img + +def tile_slices_to_image(X, + tile_shape=None, + scale_each=True, + min_dynamic_range=1e-4): + #always returns an RGB image + def scale_0_255(x): + xmin = x.min() + xmax = x.max() + return numpy.asarray( + 255 * (x - xmin) / max(xmax - xmin, min_dynamic_range), + dtype='uint8') + + if scale_each: + x = X.copy() + for i, Xi in enumerate(X): + X[i] = scale_0_255(Xi) + else: + X = scale_0_255(X) + return tile_slices_to_image_uint8(X, tile_shape=tile_shape)