Object Detection#

Quick Start#

Quick Start on a Tiny COCO Format Dataset

How to train high quality object detection model with MultiModalPredictor in under 5 minutes on COCO format dataset.

Data Preparation#

Prepare COCO2017 Dataset

How to prepare COCO2017 dataset for object detection.

Prepare Pascal VOC Dataset

How to prepare Pascal VOC dataset for object detection.

Prepare Watercolor Dataset

How to prepare Watercolor dataset for object detection.

Convert VOC Format Dataset to COCO Format

How to convert a dataset from VOC format to COCO format for object detection.

Object Detection with DataFrame

How to use pd.DataFrame format for object detection

Finetuning#

Fast Finetune on COCO Format Dataset

How to fast finetune a pretrained model on a dataset in COCO format.

High Performance Finetune on COCO Format Dataset

How to finetune a pretrained model on a dataset in COCO format with high performance.

Evaulation#

Evaluate Pretrained YOLOv3 on COCO Format Dataset

How to evaluate the very fast pretrained YOLOv3 model on dataset in COCO format.

Evaluate Pretrained Faster R-CNN on COCO Format Dataset

How to evaluate the pretrained Faster R-CNN model with high performance on dataset in COCO format.

Evaluate Pretrained Deformable DETR on COCO Format Dataset

How to evaluate the pretrained Deformable DETR model with higher performance on dataset in COCO format

Evaluate Pretrained Faster R-CNN on VOC Format Dataset

How to evaluate the pretrained Faster R-CNN model on dataset in VOC format