ML Tasks Image Segmentation Instance

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Instance Segmentation 实例分割

Reference

• Instance Segmentation入门总结
• 进展综述 - 单阶段实例分割（Single Shot Instance Segmentation）
• Training Oxford-IIIT Pets Dataset with tensorflow/models junxnone/tech-io#253
• Tensorflow/models - Run an Instance Segmentation Model
• instance_segmentation - opencv/openvino_training_extensions
• PaddleDetection
• detectron2 - facebookresearch
  • Tutorial.ipynb - colab

Brief

分类

Name	Description	example
Top-Down	目标检测 -> BBox -> 语义分割 -> Instance Seg	Mask R-CNN
Bottom-Up	语义分割 -> 聚类&度量学习 -> Instance Seg	Discriminative Loss Function
Single Shot		YOLACT SOLO PolarMask AdaptIS BlendMask

History

Date	Name /paper
2016.3	InstanceFCN - Instance-sensitive Fully Convolutional Networks
2016.11	FCIS - Fully Convolutional Instance-aware Semantic Segmentation
2019.4	YOLACT/YOLACT++ - You Only Look At CoefficienTs
2019.11	CenterMask : Real-Time Anchor-Free Instance Segmentation
2019.12	SOLO: Segmenting Objects by Locations
2020	BlendMask - Top-Down Meets Bottom-Up for Instance Segmentation

Metrics

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