visionsuite 1.0.16

Template for Python Athena

VisionSuite

This is just personal repository to easily use oepn source algorithms.

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How to publish github-repository to PYPI

git add .
git commit -m 'publish v1.x.x'
git tag v.1.x.x
git push origin --tags

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Cores

Roboflow

Ultralytics

• HBB Detection

• OBB Detection

• Instance Segmentation

Spatial Transform Decoupling

• OBB Detection

Masked AutoEncoder

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Utils

Configs

This is for UI by pydantic

Augmentation

dataset

converters

• dota

  • dota2yolo

• labelme

  • dota

    • labelme2dota

  • labelme2yolo

    • labelme2yolo_hbb
    • labelme2yolo_is
    • labelme2yolo_obb

• coco

loggers

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Engines

Classification

	Library	Model	train	test	export	ImageNet	Note
	PyTorch	ResNet (torcivision)	o	o	o	-
		Vision Transformer (ViT)	x	x	x	-
		EfficientNet	x	x	x	-

Detection

HBB Detection

	Library	Model	train	test	export	ImageNet	Note
	PyTorch	Yolov5	o	o	o	-	anchor-based
		Yolov7	x	x	x	-	anchor-based
		Yolov8	x	x	x	-	anchor-free
		DETR	x	x	x	-
		RTDETR	x	x	x	-	transformer

OBB Detection

	Library	Model	train	test	export	ImageNet	Note
	PyTorch	RTMDet	o	o	o	-
			x	x	x	-
			x	x	x	-

Segmentation

Semantic Segmentation

	Library	Model	train	test	export	ImageNet	Note
	PyTorch	DeepLabV3+	o	o	o	-
		Mask2Former	x	x	x	-
		OneFormer	x	x	x	-

Instance Segmentation

	Library	Model	train	test	export	ImageNet	Note
	PyTorch	Mask RCNN (torchvision)	o	o	o	-
			x	-	x	x	x	-
			x	-	x	x	x	-