Image Segmentation using ResNet-34 and Kaggle Carvana Data

Let's start by doing it the really simple way. And we are going to use Kaggle Carvana competition and you can download it with Kaggle API as usual.

In [1]:
%matplotlib inline
%reload_ext autoreload
%autoreload 2
In [2]:
from my_scripts.ntfy.notification_callback import *

notif_cb = NotificationCallback()

Import libraries

In [3]:
from fastai.conv_learner import *
from fastai.dataset import *

from pathlib import Path
import json

# torch.cuda.set_device(0)

# Important to enabled the next line.
# For image size 128 training, an epoch took 1 min 33 s instead of 2 min 11 s without this enabled.
torch.backends.cudnn.benchmark = True

Data

Download dataset

First, install official Kaggle API.

In [ ]:
!pip install kaggle
In [5]:
!kaggle --help
Unauthorized: you must download an API key from https://www.kaggle.com/<username>/account
Then put kaggle.json in the folder /home/ubuntu/.kaggle
In [7]:
!kaggle competitions files -c carvana-image-masking-challenge
name                        size  creationDate         
-------------------------  -----  -------------------  
metadata.csv.zip            81KB  2017-07-24 18:06:08  
train_masks.zip             29MB  2017-07-24 18:06:11  
train_masks.csv.zip         15MB  2017-07-24 18:06:11  
sample_submission.csv.zip  202KB  2017-07-24 18:06:12  
train.zip                  405MB  2017-07-24 18:06:52  
test.zip                     8GB  2017-07-24 18:21:12  
29bb3ece3180_11.jpg        107KB  2017-08-02 23:32:23  
train_hq.zip               804MB  2017-08-30 20:12:44  
test_hq.zip                 15GB  2017-08-30 22:12:12  
In [10]:
%mkdir data/carvana
In [12]:
!kaggle competitions download -c carvana-image-masking-challenge -f metadata.csv.zip -p data/carvana
Downloading metadata.csv.zip to data/carvana
  0%|                                               | 0.00/81.2k [00:00<?, ?B/s]
100%|██████████████████████████████████████| 81.2k/81.2k [00:00<00:00, 1.11MB/s]
In [14]:
!kaggle competitions download -c carvana-image-masking-challenge -f train_masks.zip -p data/carvana
!kaggle competitions download -c carvana-image-masking-challenge -f train_masks.csv.zip -p data/carvana
!kaggle competitions download -c carvana-image-masking-challenge -f sample_submission.csv -p data/carvana
!kaggle competitions download -c carvana-image-masking-challenge -f train.zip -p data/carvana
Downloading train_masks.zip to data/carvana
 86%|████████████████████████████████▌     | 25.0M/29.1M [00:01<00:00, 18.3MB/s]
100%|██████████████████████████████████████| 29.1M/29.1M [00:01<00:00, 25.7MB/s]
Downloading train_masks.csv.zip to data/carvana
 80%|██████████████████████████████▎       | 15.0M/18.8M [00:00<00:00, 11.8MB/s]
100%|██████████████████████████████████████| 18.8M/18.8M [00:00<00:00, 24.0MB/s]
Downloading sample_submission.csv.zip to data/carvana
100%|████████████████████████████████████████| 225k/225k [00:00<00:00, 1.89MB/s]

Downloading train.zip to data/carvana
100%|███████████████████████████████████████▊| 403M/405M [00:15<00:00, 26.8MB/s]
100%|████████████████████████████████████████| 405M/405M [00:15<00:00, 27.2MB/s]
In [18]:
!unzip data/carvana/metadata.csv.zip -d data/carvana/
!unzip data/carvana/sample_submission.csv.zip -d data/carvana/
!unzip data/carvana/train_masks.csv.zip -d data/carvana/
!unzip data/carvana/train_masks.zip -d data/carvana/
!unzip data/carvana/train.zip -d data/carvana/
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In [20]:
%rm data/carvana/metadata.csv.zip \
data/carvana/sample_submission.csv.zip \
data/carvana/train_masks.csv.zip \
data/carvana/train_masks.zip \
data/carvana/train.zip
In [21]:
%ls -lah data/carvana/
total 47M
drwxrwxr-x  4 ubuntu ubuntu 4.0K Jul 16 18:20 ./
drwxrwxr-x 14 ubuntu ubuntu 4.0K Jul 16 18:07 ../
-rw-r--r--  1 ubuntu ubuntu 376K Jul 20  2017 metadata.csv
-rw-rw-r--  1 ubuntu ubuntu 2.3M Jun 22 03:41 sample_submission.csv
drwxr-xr-x  2 ubuntu ubuntu 228K Jul 20  2017 train/
drwxr-xr-x  2 ubuntu ubuntu 252K Jul 20  2017 train_masks/
-rw-rw-r--  1 ubuntu ubuntu  44M Jun 22 03:41 train_masks.csv

Setup

Define directoy and file paths:

In [22]:
PATH = Path('data/carvana')
list(PATH.iterdir())
Out[22]:
[PosixPath('data/carvana/train_masks'),
 PosixPath('data/carvana/train_masks.csv'),
 PosixPath('data/carvana/sample_submission.csv'),
 PosixPath('data/carvana/train'),
 PosixPath('data/carvana/metadata.csv')]
In [5]:
MASKS_FN = 'train_masks.csv'
META_FN = 'metadata.csv'
TRAIN_DN = 'train'
MASKS_DN = 'train_masks'

View data

I don't really use the CSV files very much other than getting the list of images from them:

In [6]:
masks_csv = pd.read_csv(PATH / MASKS_FN)
masks_csv.head()
Out[6]:
img rle_mask
0 00087a6bd4dc_01.jpg 879386 40 881253 141 883140 205 885009 17 8850...
1 00087a6bd4dc_02.jpg 873779 4 875695 7 877612 9 879528 12 881267 15...
2 00087a6bd4dc_03.jpg 864300 9 866217 13 868134 15 870051 16 871969 ...
3 00087a6bd4dc_04.jpg 879735 20 881650 26 883315 92 883564 30 885208...
4 00087a6bd4dc_05.jpg 883365 74 883638 28 885262 119 885550 34 88716...
In [7]:
meta_csv = pd.read_csv(PATH / META_FN)
meta_csv.head()
Out[7]:
id year make model trim1 trim2
0 0004d4463b50 2014.0 Acura TL TL w/SE
1 00087a6bd4dc 2014.0 Acura RLX RLX w/Tech
2 000aa097d423 2012.0 Mazda MAZDA6 MAZDA6 i Sport
3 000f19f6e7d4 2016.0 Chevrolet Camaro Camaro SS
4 00144e887ae9 2015.0 Acura TLX TLX SH-AWD V6 w/Advance Pkg
In [8]:
def show_img(im, figsize=None, ax=None, alpha=None):
    if not ax: fig, ax = plt.subplots(figsize=figsize)
    ax.imshow(im, alpha=alpha)
    ax.set_axis_off()
    return ax
In [9]:
CAR_ID = '00087a6bd4dc'
In [10]:
list((PATH / TRAIN_DN).iterdir())[:5]
Out[10]:
[PosixPath('data/carvana/train/33a310ea7462_08.jpg'),
 PosixPath('data/carvana/train/f3eee6348205_15.jpg'),
 PosixPath('data/carvana/train/9d8c465a0881_02.jpg'),
 PosixPath('data/carvana/train/c87688f6960e_02.jpg'),
 PosixPath('data/carvana/train/08a646be6b30_07.jpg')]
In [11]:
Image.open(PATH / TRAIN_DN / f'{CAR_ID}_01.jpg').resize((300, 200))
Out[11]:
In [12]:
list((PATH / MASKS_DN).iterdir())[:5]
Out[12]:
[PosixPath('data/carvana/train_masks/843763f47895_01_mask.gif'),
 PosixPath('data/carvana/train_masks/34b0c08544a5_09_mask.gif'),
 PosixPath('data/carvana/train_masks/8b4b87ad7be6_16_mask.gif'),
 PosixPath('data/carvana/train_masks/61060ada97c9_03_mask.gif'),
 PosixPath('data/carvana/train_masks/5df60cf7cab2_16_mask.gif')]
In [13]:
Image.open(PATH / MASKS_DN / f'{CAR_ID}_01_mask.gif').resize((300, 200))
Out[13]:

Each image after the car ID has a 01, 02, etc of which I've printed out all 16 of them for one car and as you can see basically those numbers are the 16 orientations of one car. I don't think anybody in this competition actually used these orientation information. I believe they all kept the car's images just treated them separately.

In [14]:
ims = [open_image(PATH / TRAIN_DN / f'{CAR_ID}_{i+1:02d}.jpg') for i in range(16)]
In [15]:
fig, axes = plt.subplots(4, 4, figsize=(9, 6))
for i, ax in enumerate(axes.flat):
    show_img(ims[i], ax=ax)
plt.tight_layout(pad=0.1)

Resize and convert

These images are pretty big — over 1000 by 1000 in size and just opening the JPEGs and resizing them is slow. So I processed them all. Also OpenCV can't handle GIF files so I converted them.

The steps: converts the GIFs into PNGs so just open it up with PIL and then save it as PNG. As per usual for this kind of stuff, I do it with a ThreadPool so I can take advantage of parallel processing. And then also create a separate directory train-128 and train_masks-128 which contains the 128 by 128 resized versions of them.

Tips: This is the kind of stuff that keeps you sane if you do it early in the process. So anytime you get a new dataset, seriously think about creating a smaller version to make life fast. Anytime you find yourself waiting on your computer, try and think of a way to create a smaller version.

Convert train masks to PNG images:

In [37]:
(PATH / 'train_masks_png').mkdir(exist_ok=True)
In [59]:
def convert_img(fn):
    fn = fn.name
    Image.open(PATH / 'train_masks' / fn).save(PATH / 'train_masks_png' / f'{fn[:-4]}.png')
In [60]:
files = list((PATH / 'train_masks').iterdir())
with ThreadPoolExecutor(8) as e:
    e.map(convert_img, files)

Resize train masks PNG images to 128 by 128:

In [61]:
(PATH / 'train_masks-128').mkdir(exist_ok=True)
In [62]:
def resize_mask(fn):
    Image.open(fn).resize((128, 128)).save((fn.parent.parent) / 'train_masks-128' / fn.name)
In [63]:
%%time
files = list((PATH / 'train_masks_png').iterdir())
with ThreadPoolExecutor(8) as e:
    e.map(resize_mask, files)
CPU times: user 32.3 s, sys: 608 ms, total: 32.9 s
Wall time: 8.87 s

Resize train images to 128 by 128:

In [64]:
(PATH / 'train-128').mkdir(exist_ok=True)
In [65]:
def resize_img(fn):
    Image.open(fn).resize((128, 128)).save((fn.parent.parent) / 'train-128' / fn.name)
In [66]:
%%time
files = list((PATH / 'train').iterdir())
with ThreadPoolExecutor(8) as e:
    e.map(resize_img, files)
CPU times: user 4min 2s, sys: 640 ms, total: 4min 3s
Wall time: 1min 2s

Dataset

In [16]:
TRAIN_DN = 'train-128'
MASKS_DN = 'train_masks-128'
sz = 128
bs = 64
In [17]:
ims = [open_image(PATH / TRAIN_DN / f'{CAR_ID}_{i+1:02d}.jpg') for i in range(16)]
im_masks = [open_image(PATH / MASKS_DN / f'{CAR_ID}_{i+1:02d}_mask.png') for i in range(16)]

So here is a cool trick. If you use the same axis object (ax) to plot an image twice and the second time you use alpha which you might know means transparency in the computer vision world, then you can actually plot the mask over the top of the photo. So here is a nice way to see all the masks on top of the photos for all of the cars in one group.

In [18]:
fig, axes = plt.subplots(4, 4, figsize=(12, 10))
for i, ax in enumerate(axes.flat):
    ax = show_img(ims[i], ax=ax)
    show_img(im_masks[i][..., 0], ax=ax, alpha=0.5)
plt.tight_layout(pad=0.1)