# ------------------------------------------------------------------------ # Copyright (c) 2022 megvii-research. All Rights Reserved. # ------------------------------------------------------------------------ # Modified from Deformable DETR (https://github.com/fundamentalvision/Deformable-DETR) # Copyright (c) 2020 SenseTime. All Rights Reserved. # ------------------------------------------------------------------------ # Modified from DETR (https://github.com/facebookresearch/detr) # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved # ------------------------------------------------------------------------ import json import os import util.misc as utils try: from panopticapi.evaluation import pq_compute except ImportError: pass class PanopticEvaluator(object): def __init__(self, ann_file, ann_folder, output_dir="panoptic_eval"): self.gt_json = ann_file self.gt_folder = ann_folder if utils.is_main_process(): if not os.path.exists(output_dir): os.mkdir(output_dir) self.output_dir = output_dir self.predictions = [] def update(self, predictions): for p in predictions: with open(os.path.join(self.output_dir, p["file_name"]), "wb") as f: f.write(p.pop("png_string")) self.predictions += predictions def synchronize_between_processes(self): all_predictions = utils.all_gather(self.predictions) merged_predictions = [] for p in all_predictions: merged_predictions += p self.predictions = merged_predictions def summarize(self): if utils.is_main_process(): json_data = {"annotations": self.predictions} predictions_json = os.path.join(self.output_dir, "predictions.json") with open(predictions_json, "w") as f: f.write(json.dumps(json_data)) return pq_compute(self.gt_json, predictions_json, gt_folder=self.gt_folder, pred_folder=self.output_dir) return None