Repository: lapix-ufsc/lapixdl

Issue:
Add support to Labelbox import
Add suport to import Labelbox labels and to convert them to the COCO format.

Discussion:

Patch:
diff --git a/README.md b/README.md
index 4b86a0b..a2175dd 100644
--- a/README.md
+++ b/README.md
@@ -59,4 +59,30 @@ from lapixdl.evaluation.visualize import show_classifications
 from lapixdl.evaluation.visualize import show_detections
 ```
 
-The available color maps are the [ones from matplotlib](https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html).
\ No newline at end of file
+The available color maps are the [ones from matplotlib](https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html).
+
+### For Data Conversion
+
+This module exports the following functions for data conversion:
+```
+from lapixdl.convert.labelbox import labelbox_to_coco
+```
+
+#### Example of conversion from **Labelbox** to **COCO** labels format:
+
+```
+import json
+from lapixdl.evaluation.evaluate import evaluate_segmentation
+
+# Loads Labelbox json
+with open('./labelbox.json') as in_file:
+    labelbox_file = json.load(in_file)
+
+# Converts it
+coco_dict = labelbox_to_coco(labelbox_file)
+
+# Saves converted json
+with open('./coco.json', 'w') as out_file:
+    json.dump(coco_dict, out_file)
+
+```
diff --git a/lapixdl/convert/__init__.py b/lapixdl/convert/__init__.py
new file mode 100644
index 0000000..3ad6c73
--- /dev/null
+++ b/lapixdl/convert/__init__.py
@@ -0,0 +1,5 @@
+"""Data conversion module
+
+This module provides functions to
+convert between data formats.
+"""
diff --git a/lapixdl/convert/labelbox.py b/lapixdl/convert/labelbox.py
new file mode 100644
index 0000000..e0bd969
--- /dev/null
+++ b/lapixdl/convert/labelbox.py
@@ -0,0 +1,99 @@
+from typing import List, Optional, Tuple
+import numpy as np
+import itertools
+
+
+def __bounding_rect_from_polygon(polygon: List[Tuple[int, int]]) -> List[int]:
+    arr = np.array(polygon)
+
+    max = arr.max(axis=0)
+    min = arr.min(axis=0)
+    h = max[1] - min[1]
+    w = max[0] - min[0]
+
+    return [min[0], max[1], w, h]
+
+
+def __generate_coco_annotations(img_labels: List[dict], img_id: int, annotation_first_id: int, classes: List[str]) -> List[dict]:
+    annotations = []
+
+    for img_label in img_labels:
+        class_name = img_label['value']
+        polygon = img_label['polygon']
+        poly_convert = [(p['x'], p['y']) for p in polygon]
+        bbox = __bounding_rect_from_polygon(poly_convert)
+        segmentation = list(itertools.chain.from_iterable(poly_convert))
+        if class_name not in classes:
+            classes.append(class_name)
+
+        annotations.append({
+            'segmentation': [segmentation],
+            'iscrowd': 0,
+            'image_id': img_id,
+            'category_id': classes.index(class_name),
+            'id': annotation_first_id,
+            'bbox': bbox,
+        })
+
+        annotation_first_id += 1
+
+    return annotations
+
+
+def __generate_coco_file(lblbox_annotations: dict, img_names_to_include: Optional[List[str]] = None) -> dict:
+    annotation_id = 1
+    image_id = 1
+
+    annotations: List[dict] = []
+    images: List[dict] = []
+    classes: List[str] = []
+
+    ftr_lblbox_annotations = (filter(lambda ant: ant['External ID'] in (img_names_to_include or []),
+                                     lblbox_annotations)) if img_names_to_include is not None else lblbox_annotations
+
+    for images_labels in ftr_lblbox_annotations:
+        img_filename = images_labels['External ID']
+        img_labels = images_labels['Label']['objects'] if 'objects' in images_labels['Label'] else [
+        ]
+
+        new_annotations = __generate_coco_annotations(
+            img_labels, image_id, annotation_id, classes)
+        annotations += new_annotations
+
+        images.append({
+            "file_name": img_filename,
+            "height": 1200,
+            "width": 1600,
+            "id": image_id
+        })
+
+        image_id += 1
+        annotation_id += len(new_annotations)
+
+    categories = [{
+        "supercategory": "none",
+        "name": cls,
+        "id": i
+    } for i, cls in enumerate(classes)]
+
+    final_json = {
+        "type": "instances",
+        "images": images,
+        "categories": categories,
+        "annotations": annotations
+    }
+
+    return final_json
+
+
+def labelbox_to_coco(lblbox_annotations: dict, img_names_to_include: Optional[List[str]] = None) -> dict:
+    """Converts from Labelbox format to the COCO format
+
+    Args:
+        lblbox_annotations (dict): Dict of labelbox annotations parsed from the exported json.
+        img_names_to_include (Optional[List[str]], optional): Image names (External IDs) to include in the converted file. Defaults to None.
+
+    Returns:
+        dict: Dict in the COCO format.
+    """
+    return __generate_coco_file(lblbox_annotations, img_names_to_include)
diff --git a/setup.py b/setup.py
index 8f65cc9..8fb444e 100644
--- a/setup.py
+++ b/setup.py
@@ -6,7 +6,7 @@ with open("README.md", "r") as fh:
 setup(
     name='lapixdl',
     packages=find_packages(exclude=['tests']),
-    version='0.7',
+    version='0.6.2',
     description='Utils for Computer Vision Deep Learning research',
 
     long_description=long_description,


Test patch:
diff --git a/tests/convert/__init__.py b/tests/convert/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/convert/coco_expect.json b/tests/convert/coco_expect.json
new file mode 100644
index 0000000..dcee670
--- /dev/null
+++ b/tests/convert/coco_expect.json
@@ -0,0 +1,6882 @@
+{
+    "type": "instances",
+    "images": [
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x135537-1600y50862-1200m6486.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 1
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x123913-1600y119932-1200m15182.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 2
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x151354-1600y69246-1200m8809.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 3
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x87959-1600y95058-1200m12029.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 4
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x158568-1600y63854-1200m8134.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 5
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x178799-1600y18546-1200m2436.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 6
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x162880-1600y68183-1200m8681.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 7
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x79396-1600y51856-1200m6583.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 8
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x47810-1600y22710-1200m2889.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 9
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x158512-1600y86527-1200m10990.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 10
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x185932-1600y55259-1200m7065.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 11
+        },
+        {
+            "file_name": "2019_07_10__16_23__0048_b0s0c0x43489-1600y20541-1200m2614.png",
+            "height": 1200,
+            "width": 1600,
+            "id": 12
+        }
+    ],
+    "categories": [
+        {
+            "supercategory": "none",
+            "name": "normal",
+            "id": 0
+        },
+        {
+            "supercategory": "none",
+            "name": "out_of_focus",
+            "id": 1
+        },
+        {
+            "supercategory": "none",
+            "name": "blood",
+            "id": 2
+        },
+        {
+            "supercategory": "none",
+            "name": "abnormal",
+            "id": 3
+        },
+        {
+            "supercategory": "none",
+            "name": "reactive",
+            "id": 4
+        }
+    ],
+    "annotations": [
+        {
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+            "iscrowd": 0,
+            "image_id": 1,
+            "category_id": 0,
+            "id": 1,
+            "bbox": [
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+                81,
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+        },
+        {
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+            "category_id": 0,
+            "id": 2,
+            "bbox": [
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diff --git a/tests/convert/labelbox_test.json b/tests/convert/labelbox_test.json
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+        "Created At": "2020-05-12T14:57:37.000Z",
+        "Updated At": "2020-09-25T17:28:20.000Z",
+        "Seconds to Label": 661.393,
+        "External ID": "2019_07_10__16_23__0048_b0s0c0x43489-1600y20541-1200m2614.png",
+        "Agreement": -1,
+        "Benchmark Agreement": -1,
+        "Benchmark ID": null,
+        "Dataset Name": "Papanicolaou 0048",
+        "Reviews": [
+            {
+                "score": 1,
+                "ID": "asasasasasdasd",
+                "createdAt": "2020-09-25T17:28:20.000Z",
+                "instanceURI": "aaaa@aaaa.aaa"
+            }
+        ],
+        "View Label": "xxx.xxx.xxx"
+    }
+]
\ No newline at end of file
diff --git a/tests/convert/test_labelbox.py b/tests/convert/test_labelbox.py
new file mode 100644
index 0000000..315eef7
--- /dev/null
+++ b/tests/convert/test_labelbox.py
@@ -0,0 +1,29 @@
+from lapixdl.convert.labelbox import labelbox_to_coco
+import json
+
+def test_labelbox_to_coco():
+    with open('./tests/convert/labelbox_test.json') as file:
+        labelbox_file = json.load(file)
+
+    with open('./tests/convert/coco_expect.json') as file:
+        coco_expect = json.load(file)
+
+    conversion = labelbox_to_coco(labelbox_file)
+
+    assert conversion == coco_expect
+
+def test_labelbox_to_coco_w_filter():
+    imgs_to_include = [
+        "2019_07_10__16_23__0048_b0s0c0x135537-1600y50862-1200m6486.png",
+        "2019_07_10__16_23__0048_b0s0c0x123913-1600y119932-1200m15182.png"
+    ]
+
+    with open('./tests/convert/labelbox_test.json') as file:
+        labelbox_file = json.load(file)
+
+    with open('./tests/convert/coco_expect_filtered.json') as file:
+        coco_expect = json.load(file)
+
+    conversion = labelbox_to_coco(labelbox_file, imgs_to_include)
+
+    assert conversion == coco_expect
\ No newline at end of file