Source code for monailabel.utils.others.pathology

# Copyright (c) MONAI Consortium
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#     http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import json
import logging
import tempfile

from monailabel.utils.others.label_colors import to_hex, to_rgb

logger = logging.getLogger(__name__)


[docs]def create_dsa_annotations_json(json_data, loglevel="INFO"): logger.setLevel(loglevel.upper()) total_count = 0 label_json = tempfile.NamedTemporaryFile(suffix=".json").name with open(label_json, "w") as fp: fp.write("{\n") fp.write(' "name": "{}",\n'.format(json_data["name"])) fp.write(' "elements": [\n') for tid, res in enumerate(json_data["annotations"]): logger.debug(f"Adding annotations for tile: {tid}") if not res: continue annotation = res.get("annotation") if not annotation: continue color_map = annotation.get("labels") elements = annotation.get("elements", []) for element in elements: label = element["label"] color = to_rgb(color_map.get(label)) logger.info(f"Adding Contours for label: {label}; color: {color}; color_map: {color_map}") contours = element["contours"] for contour in contours: points = [] for point in contour: points.append([point[0], point[1], 0]) if total_count > 0: fp.write(",\n") annotation_style = { "group": label, "type": "polyline", "lineColor": color, "lineWidth": 2.0, "closed": True, "points": points, "label": {"value": label}, } fp.write(f" {json.dumps(annotation_style)}") total_count += 1 fp.write(" ],\n") # close elements fp.write( ' "description": {}\n'.format( json.dumps( json.dumps( { "model": json_data.get("model"), "desc": json_data.get("description"), "location": json_data.get("location"), "size": json_data.get("size"), "count": total_count, "latencies": json_data.get("latencies"), } ) ) ) ) fp.write("}") # end of root logger.info(f"Total Elements: {total_count}") return label_json, total_count
[docs]def create_asap_annotations_xml(json_data, loglevel="INFO"): logger.setLevel(loglevel.upper()) total_count = 0 label_xml = tempfile.NamedTemporaryFile(suffix=".xml").name name = json_data["name"] description = json_data["description"] model = json_data["model"] location = json_data.get("location", (0, 0, 0, 0)) location = location if location else (0, 0, 0, 0) size = json_data.get("size", (0, 0)) size = size if size else (0, 0) with open(label_xml, "w") as fp: fp.write('<?xml version="1.0"?>\n') fp.write("<ASAP_Annotations>\n") fp.write( ' <Annotations Name="{}" Description="{}" Model="{}" X="{}" Y="{}" W="{}" H="{}">\n'.format( name, description, model, location[0], location[1], size[0], size[1] ) ) labels = {} for tid, res in enumerate(json_data["annotations"]): logger.debug(f"Adding annotations for tile: {tid}") if not res: continue annotation = res.get("annotation") if not annotation: continue logger.info(f"Annotation keys: {annotation.keys()}") color_map = annotation.get("labels") elements = annotation.get("elements", []) for element in elements: label = element["label"] color = to_hex(color_map.get(label)) logger.debug(f"Adding Contours for label: {label}; color: {color}; color_map: {color_map}") labels[label] = color contours = element["contours"] for contour in contours: fp.write(f' <Annotation Name="{label}" Type="Polygon" PartOfGroup="{label}" Color="{color}">\n') fp.write(" <Coordinates>\n") for pcount, point in enumerate(contour): fp.write(f' <Coordinate Order="{pcount}" X="{point[0]}" Y="{point[1]}" />\n') fp.write(" </Coordinates>\n") fp.write(" </Annotation>\n") total_count += 1 fp.write(" </Annotations>\n") fp.write(" <AnnotationGroups>\n") for label, color in labels.items(): fp.write(f' <Group Name="{label}" PartOfGroup="None" Color="{color}">\n') fp.write(" <Attributes />\n") fp.write(" </Group>\n") fp.write(" </AnnotationGroups>\n") fp.write("</ASAP_Annotations>\n") logger.info(f"Total Annotations: {total_count}") return label_xml, total_count