Object Detection¶

Pre-requisite¶

All detection modules depend on mmcv-full and mmdet packages.

To install mmcv-full, run:

mim install mmcv-full

To install mmdet, run:

pip install mmdet

For additional support, please refer to official instructions for mmdet and mmcv-full

Quick Start on a Tiny COCO Format Datasetquick_start/quick_start_coco.html

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

Prepare COCO2017 Datasetdata_preparation/prepare_coco17.html

How to prepare COCO2017 dataset for object detection.

Prepare Pascal VOC Datasetdata_preparation/prepare_voc.html

How to prepare Pascal VOC dataset for object detection.

Prepare Watercolor Datasetdata_preparation/prepare_watercolor.html

How to prepare Watercolor dataset for object detection.

Convert VOC Format Dataset to COCO Formatdata_preparation/voc_to_coco.html

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

Fast Finetune on COCO Format Datasetfinetune/detection_fast_finetune_coco.html

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

High Performance Finetune on COCO Format Datasetfinetune/detection_high_performance_finetune_coco.html

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

Inference using a pretrained model - COCO datasetinference/detection_inference_coco.html

How to inference with a pretrained model on COCO dataset

Inference using a pretrained model - VOC datasetinference/detection_inference_voc.html

How to inference with a pretrained model on VOC dataset

Evaluate Pretrained YOLOv3 on COCO Format Datasetevaluation/detection_eval_yolov3_coco.html

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

Evaluate Pretrained Faster R-CNN on COCO Format Datasetevaluation/detection_eval_fasterrcnn_coco.html

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

Evaluate Pretrained Deformable DETR on COCO Format Datasetevaluation/detection_eval_ddetr_coco.html

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

Evaluate Pretrained Faster R-CNN on VOC Format Datasetevaluation/detection_eval_fasterrcnn_voc.html

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