# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved. # # 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 numpy as np import PIL from PIL import ImageDraw, ImageFont from ......utils import logging from ......utils.deps import function_requires_deps, is_dep_available from ......utils.fonts import PINGFANG_FONT if is_dep_available("pycocotools"): from pycocotools.coco import COCO def colormap(rgb=False): """ Get colormap The code of this function is copied from https://github.com/facebookresearch/Detectron/blob/main/detectron/\ utils/colormap.py """ color_list = np.array( [ 0xFF, 0x00, 0x00, 0xCC, 0xFF, 0x00, 0x00, 0xFF, 0x66, 0x00, 0x66, 0xFF, 0xCC, 0x00, 0xFF, 0xFF, 0x4D, 0x00, 0x80, 0xFF, 0x00, 0x00, 0xFF, 0xB2, 0x00, 0x1A, 0xFF, 0xFF, 0x00, 0xE5, 0xFF, 0x99, 0x00, 0x33, 0xFF, 0x00, 0x00, 0xFF, 0xFF, 0x33, 0x00, 0xFF, 0xFF, 0x00, 0x99, 0xFF, 0xE5, 0x00, 0x00, 0xFF, 0x1A, 0x00, 0xB2, 0xFF, 0x80, 0x00, 0xFF, 0xFF, 0x00, 0x4D, ] ).astype(np.float32) color_list = color_list.reshape((-1, 3)) if not rgb: color_list = color_list[:, ::-1] return color_list.astype("int32") def font_colormap(color_index): """ Get font color according to the index of colormap """ dark = np.array([0x14, 0x0E, 0x35]) light = np.array([0xFF, 0xFF, 0xFF]) light_indexs = [0, 3, 4, 8, 9, 13, 14, 18, 19] if color_index in light_indexs: return light.astype("int32") else: return dark.astype("int32") @function_requires_deps("pycocotools") def draw_bbox(image, coco_info: "COCO", img_id): """ Draw bbox on image """ try: image_info = coco_info.loadImgs(img_id)[0] font_size = int(0.024 * int(image_info["width"])) + 2 except: font_size = 12 font = ImageFont.truetype(PINGFANG_FONT.path, font_size, encoding="utf-8") image = image.convert("RGB") draw = ImageDraw.Draw(image) image_size = image.size width = int(max(image_size) * 0.005) catid2color = {} catid2fontcolor = {} catid_num_dict = {} color_list = colormap(rgb=True) annotations = coco_info.loadAnns(coco_info.getAnnIds(imgIds=img_id)) for ann in annotations: catid = ann["category_id"] catid_num_dict[catid] = catid_num_dict.get(catid, 0) + 1 for i, (catid, _) in enumerate( sorted(catid_num_dict.items(), key=lambda x: x[1], reverse=True) ): if catid not in catid2color: color_index = i % len(color_list) catid2color[catid] = color_list[color_index] catid2fontcolor[catid] = font_colormap(color_index) for ann in annotations: catid, bbox = ann["category_id"], ann["bbox"] color = tuple(catid2color[catid]) font_color = tuple(catid2fontcolor[catid]) if len(bbox) == 4: # draw bbox xmin, ymin, w, h = bbox xmax = xmin + w ymax = ymin + h draw.line( [(xmin, ymin), (xmin, ymax), (xmax, ymax), (xmax, ymin), (xmin, ymin)], width=width, fill=color, ) elif len(bbox) == 8: x1, y1, x2, y2, x3, y3, x4, y4 = bbox draw.line( [(x1, y1), (x2, y2), (x3, y3), (x4, y4), (x1, y1)], width=width, fill=color, ) xmin = min(x1, x2, x3, x4) ymin = min(y1, y2, y3, y4) else: logging.info("Error: The shape of bbox must be [M, 4] or [M, 8]!") # draw label label = coco_info.loadCats(catid)[0]["name"] text = "{}".format(label) if tuple(map(int, PIL.__version__.split("."))) <= (10, 0, 0): tw, th = draw.textsize(text, font=font) else: left, top, right, bottom = draw.textbbox((0, 0), text, font) tw, th = right - left, bottom - top if ymin < th: draw.rectangle([(xmin, ymin), (xmin + tw + 4, ymin + th + 1)], fill=color) draw.text((xmin + 2, ymin - 2), text, fill=font_color, font=font) else: draw.rectangle([(xmin, ymin - th), (xmin + tw + 4, ymin + 1)], fill=color) draw.text((xmin + 2, ymin - th - 2), text, fill=font_color, font=font) return image