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b/scripts/benchmark_table/benchmark_table.py index 8a52048d..ace74761 100644 --- a/scripts/benchmark_table/benchmark_table.py +++ b/scripts/benchmark_table/benchmark_table.py @@ -84,21 +84,22 @@ def benchmark_on_our_data() -> dict: path_images = data_dir / "images" path_gt = data_dir / "gt.json" path_pred = data_dir / "pred.json" - download_dataset(data_dir, name_zip="benchmark_table_data.zip", url="https://at.ispras.ru/owncloud/index.php/s/Xaf4OyHj6xN2RHH/download") + result = dict() + download_dataset(data_dir, name_zip="benchmark_table_data.zip", url="https://at.ispras.ru/owncloud/index.php/s/nYgwbhVk5SpvD3z/download") mode_metric_structure_only = False with open(path_gt, "r") as fp: gt_json = json.load(fp) + """ - Creating base html (based on method predictions for future labeling) - path_images = data_dir / "images_tmp" - pred_json = prediction("gt_tmp.json", path_images) + # Creating base html (based on method predictions for future labeling) + pred_json = prediction(data_dir / "gt_generated.json", path_images) """ + pred_json = prediction(path_pred, path_images) scores = call_metric(pred_json=pred_json, true_json=gt_json, structure_only=mode_metric_structure_only) - result = dict() result["mode_metric_structure_only"] = mode_metric_structure_only result["mean"] = np.mean([score for score in scores.values()]) result["images"] = scores @@ -123,7 +124,7 @@ def benchmark_on_generated_table() -> dict: download_dataset(data_dir, name_zip="benchmark_table_data_generated_500_tables_category_1.zip", url="https://at.ispras.ru/owncloud/index.php/s/gItWxupnF2pve6B/download") - mode_metric_structure_only = True + mode_metric_structure_only = False # make common ground-truth file common_gt_json = {} @@ -143,9 +144,9 @@ def benchmark_on_generated_table() -> dict: # calculate metrics path_pred = data_dir / "pred.json" - pred_json = prediction(path_pred, path_images) - scores = call_metric(pred_json=pred_json, true_json=common_gt_json, structure_only=mode_metric_structure_only, ignore_nodes=["span", "style", "head", "h4"]) + scores = call_metric(pred_json=pred_json, true_json=common_gt_json, structure_only=mode_metric_structure_only, + ignore_nodes=["span", "style", "head", "h4", "tbody"]) result = dict() result["mode_metric_structure_only"] = mode_metric_structure_only diff --git a/scripts/benchmark_table/metric.py b/scripts/benchmark_table/metric.py index 28c46b5b..9bd107ac 100644 --- a/scripts/benchmark_table/metric.py +++ b/scripts/benchmark_table/metric.py @@ -8,7 +8,6 @@ # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # Apache 2.0 License for more details. - # Source: https://github.com/ibm-aur-nlp/PubTabNet from collections import deque @@ -55,6 +54,8 @@ def normalized_distance(self, *sequences) -> float: # noqa """ Get distance from 0 to 1 """ + if self.maximum(*sequences) == 0: + return 0 return float(distance.levenshtein(*sequences)) / self.maximum(*sequences) def rename(self, node1: TableTree, node2: TableTree) -> float: @@ -67,7 +68,7 @@ def rename(self, node1: TableTree, node2: TableTree) -> float: if not node1.visible or not node2.visible: return 0. if node1.content or node2.content: - return self.normalized_distance(node1.content, node2.content) + return self.normalized_distance("".join(node1.content).strip(), "".join(node2.content).strip()) return 0.