Bernat Puig Camps bepuca

bepuca / object_detection_error_analysis_article.ipynb

Last active December 9, 2024 11:49

object detection error analysis article - Interactive version of the article as a Jupyter notebook

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bepuca / test_obj_det_error.py

Last active April 9, 2024 09:43

object detection error article - Tests for all the important code shared in the article

	# Copyright © 2022 Bernat Puig Camps
	import pandas as pd
	import pytest

	from classify_errors import (
	PREDS_DF_COLUMNS,
	TARGETS_DF_COLUMNS,
	ErrorType,
	classify_predictions_errors,
	)

bepuca / error_impact.py

Last active June 14, 2022 15:20

object detection error analysis article - Calculate the impact each error type has on a metric

	# Copyright © 2022 Bernat Puig Camps
	from typing import Callable, Dict, Tuple

	import pandas as pd

	from classify_errors import PREDS_DF_COLUMNS, TARGETS_DF_COLUMNS, ErrorType


	def calculate_error_impact(
	metric_name: str,

bepuca / my_map.py

Last active June 14, 2022 15:19

object detection error article - Mean Average Precision wrapper exposing needed interface.

	# Copyright © 2022 Bernat Puig Camps
	import torch
	from torchmetrics.detection.mean_ap import MeanAveragePrecision


	class MyMeanAveragePrecision:
	"""Wrapper for the torchmetrics MeanAveragePrecision exposing API we need"""

	def __init__(self, foreground_threshold):
	self.device = (

bepuca / classify_errors.py

Last active June 14, 2022 15:19

object detection error analysis article - Classify the errors of an object detection model

	# Copyright © 2022 Bernat Puig Camps
	from typing import Dict, Set, Tuple

	import numpy as np
	import pandas as pd
	import torch
	import torchvision

	TARGETS_DF_COLUMNS = [
	"target_id",

bepuca / get_obj_det_predictions.py

Last active June 14, 2022 15:20

object detection error analysis blog - Get predictions and losses of a Faster RCNN model

bepuca / load_coco_dataset.py

Last active June 14, 2022 15:19

object detection error analysis blog - Load a COCO style dataset and convert it into a covenient pandas DataFrame