Python matplotlib.offsetbox() Examples
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Example #1
Source File: CV_plot_utils.py From artificio with Apache License 2.0 | 5 votes |
def plot_tsne(X, imgs, outFile): def imscatter(x, y, images, ax=None, zoom=1.0): if ax is None: ax = plt.gca() x, y = np.atleast_1d(x, y) artists = [] for x0, y0, img0 in zip(x, y, images): im = OffsetImage(img0, zoom=zoom) ab = AnnotationBbox(im, (x0, y0), xycoords='data', frameon=True) artists.append(ax.add_artist(ab)) ax.update_datalim(np.column_stack([x, y])) ax.autoscale() return artists def plot_embedding(X, imgs, title=None): x_min, x_max = np.min(X, 0), np.max(X, 0) X = (X - x_min) / (x_max - x_min) plt.figure() ax = plt.subplot(111) for i in range(X.shape[0]): plt.text(X[i, 0], X[i, 1], ".", fontdict={'weight': 'bold', 'size': 9}) if hasattr(offsetbox, 'AnnotationBbox'): imscatter(X[:,0], X[:,1], imgs, zoom=0.3, ax=ax) plt.xticks([]), plt.yticks([]) if title is not None: plt.title(title, fontsize=18) tsne = manifold.TSNE(n_components=2, init='pca', random_state=0) X_tsne = tsne.fit_transform(X) plot_embedding(X_tsne, imgs, "t-SNE embeddings") if outFile is None: plt.show() else: plt.savefig(outFile, bbox_inches='tight') plt.close() # Plot image reconstructions