Example: get an existing data set on which to train the model

The Potsdam Scene Viewing Corpus

…is the data set we used. It can be downloaded from this OSF directory. It has the following structure:

• Subjects

  • first 35: Greyscale, with donut starting positions

  • second 35: Greyscale, with 5 possible staring locations

  • third 35: Color, with 5 possible staring locations

• Each subject saw 90 images plus 30 they saw a second time. There were two sessions of 60 images each.

• Images (in that order):

  • 15 left biased

  • 15 right biased

  • 15 bottom biased

  • 15 top biased

  • 15 center biased

  • 15 Patterns

The OSF repo all the relevant files: - data range - fixation locations - images (zip file)

Download them to an accessible folder corpus.

import numpy as np
import pandas as pd

Load range file

dat_range = np.loadtxt('corpus/imrange_corpus.dat', skiprows=1, delimiter=' ')
x_range = dat_range[:, 0]
y_range = dat_range[:, 1]
d_range = {
    "x" : x_range,
    "y" : y_range
}

Load data file

df = pd.read_csv('corpus/PotsdamCorpusFixations.dat', sep=" ")
df.head()

	id	trial	image	nthpres	nth	nUntil	fd	fCroX	fCroY	xpos	ypos	idx	idy	sacamplitude	CBLikelihood	DGSal	DGDensity	EmpLikelihoodAll
15622	1	1	65	1	1	13	279	13.41	16.83	13.580	9.540	52	45	1.904186	0.000094	0.000113	0.000136	0.000176
15623	1	1	65	1	2	12	2249	13.41	16.83	17.085	13.155	67	64	2.152963	0.000160	0.000105	0.000145	0.000363
15624	1	1	65	1	3	11	1214	13.41	16.83	17.650	13.685	69	67	2.425618	0.000153	0.000108	0.000151	0.000315
15625	1	1	65	1	4	10	610	13.41	16.83	18.125	5.440	71	24	1.983129	0.000066	0.000028	0.000028	0.000062
15626	1	1	65	1	5	9	1245	13.41	16.83	17.020	9.635	66	46	1.365586	0.000102	0.000100	0.000122	0.000248

subset the data, get an example density map and visualize it

from scenewalk.scenewalk_model_object import scenewalk as scenewalk_model
from matplotlib import pyplot as plt

image = 1
df5 = df.loc[(df['image'] == image)]
img_x = np.asarray(df5.xpos)
img_y = np.asarray(df5.ypos)

sw = scenewalk_model("subtractive", "zero", "off", "off", "off", d_range)
img_x_t, img_y_t, fix_dens = sw.empirical_fixation_density(img_x, img_y)

plt.scatter(img_x_t, img_y_t, s=1, color='white')
plt.imshow(np.float64(fix_dens), origin='lower')
plt.show()

from PIL import Image
impath = "./corpus/PotsdamCorpusImages/0"+str(image)+".jpg"
jpgfile = Image.open(impath)

fig, ax = plt.subplots(1, 3, figsize=(15,10))
ax.ravel()
ax[0].scatter(img_x_t, img_y_t, s=1, color='white')
ax[0].imshow(np.float64(fix_dens), origin='lower')
ax[1].imshow(np.float64(fix_dens), origin='lower')
ax[2].imshow(jpgfile, extent=[128, 0, 128,0])

<matplotlib.image.AxesImage at 0x121dc2d60>

Make density List

This will take a while…

# loop over all images
image_list = df["image"].unique()
# in the right order, so we can reference them by index
image_list.sort()
# model with right range is used to compute the density
sw = scenewalk_model("subtractive", "zero", "off", "off", "off", d_range)

density_list = []
for image in image_list:
    print("working on image number ", image)
    temp_df = df.loc[(df['image'] == image)]
    img_x = np.asarray(temp_df.xpos)
    img_y = np.asarray(temp_df.ypos)
    img_x_t, img_y_t, fix_dens = sw.empirical_fixation_density(img_x, img_y)
    density_list.append(fix_dens)
    temp_df = None

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Make datasets

We can subset the df frame to get training and test sets or to use only part of the data set for computation speed and pass it to the following “create_npys” function.

def create_npys(df):
    data_list_x = []
    data_list_y = []
    data_list_dur = []
    data_list_im = []
    subj_ids = np.unique(df['id']).astype('int')
    for sub in subj_ids:
        tr_list_x = []
        tr_list_y = []
        tr_list_dur = []
        tr_list_im = []
        sub_df = df[df['id']==sub]
        tr_ids = np.unique(sub_df['trial']).astype('int')
        for tr in tr_ids:
            tr_df = sub_df[sub_df['trial']==tr]
            print("Working on trial number", tr, "of", im_n, "for subject", sub)

            x_pos = np.asarray(tr_df['xpos'])
            y_pos = np.asarray(tr_df['ypos'])
            dur = np.asarray(tr_df['fd'].astype('int'))
            im = np.asarray(tr_df['image'].astype('int'))

            # durations in seconds
            dur = dur/1000

            tr_list_x.append(x_pos)
            tr_list_y.append(y_pos)
            tr_list_dur.append(dur)
            tr_list_im.append(im)

        data_list_x.append(np.asarray(tr_list_x))
        data_list_y.append(np.asarray(tr_list_y))
        data_list_dur.append(np.asarray(tr_list_dur))
        data_list_im.append(np.asarray(tr_list_im))
    return data_list_x, data_list_y, data_list_dur, data_list_im

This will take a long time… but at the end we should have a list in the required format.

data_list_x, data_list_y, data_list_dur, data_list_im = create_npys(df)

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sanity check 1: are the lists all the same length

assert(len(data_list_x) == len(data_list_y))
assert(len(data_list_x) == len(data_list_dur))
assert(len(data_list_x) == len(data_list_im))

assert(len(data_list_x[3]) == len(data_list_y[3]))
assert(len(data_list_x[3]) == len(data_list_dur[3]))
assert(len(data_list_x[3]) == len(data_list_im[3]))
print("Looks Good")

Looks Good

sanity check 2: are they the right data type

from itertools import chain
flatx = list(chain.from_iterable(chain.from_iterable(data_list_x)))
flaty = list(chain.from_iterable(chain.from_iterable(data_list_y)))
flatdur = list(chain.from_iterable(chain.from_iterable(data_list_dur)))
flatim = list(chain.from_iterable(chain.from_iterable(data_list_im)))
assert all(isinstance(x, np.float64) for x in flatx)
assert all(isinstance(x, np.float64) for x in flaty)
assert all(isinstance(x, np.float64) for x in flatdur)
assert all(isinstance(x, np.int64) for x in flatim)
print("Looks good")

Looks good

np.save("./npy/corpus_x.npy", data_list_x)
np.save("./npy/corpus_y.npy", data_list_y)
np.save("./npy/corpus_dur.npy", data_list_dur)
np.save("./npy/corpus_im.npy", data_list_im)
np.save("./npy/corpus_densities.npy", densities_list)
np.save("./npy/corpus_range.npy", [x_range, y_range])

Shorter Sets

… can be made by subsetting the df dataframe. For example to only use trials on color images (here) or to make test and training sets.

# Only the last 35 subjects
df_color_only = df[(df['id']>np.max(df['id'])-35) & (df['nthpres']<2)]
df_color_only.head()

	id	trial	image	nthpres	nth	nUntil	fd	fCroX	fCroY	xpos	ypos	idx	idy	sacamplitude	CBLikelihood	DGSal	DGDensity	EmpLikelihoodAll
119510	71	1	84	1	1	15	761	26.52	13.26	26.625	13.255	106	64	4.617957	0.000087	0.000054	0.000062	0.000041
119511	71	1	84	1	2	14	290	26.52	13.26	22.930	15.470	91	76	3.765013	0.000093	0.000076	0.000113	0.000071
119512	71	1	84	1	3	13	264	26.52	13.26	18.985	15.015	74	74	2.266197	0.000132	0.000041	0.000084	0.000143
119513	71	1	84	1	4	12	397	26.52	13.26	18.785	17.080	74	84	2.056794	0.000111	0.000033	0.000068	0.000123
119514	71	1	84	1	5	11	356	26.52	13.26	20.990	16.325	83	80	3.019209	0.000102	0.000055	0.000092	0.000086

data_short_x, data_short_y, data_short_dur, data_short_im = create_npys(df_color_only)

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