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ML Tasks Image Segmentation Instance
#167
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junxnone
opened
5 years ago
junxnone
commented
5 years ago
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
junxnone
commented
5 years ago
junxnone/aiwiki#159
Instance Segmentation 实例分割
Reference
Brief
分类
目标检测
->BBox
->语义分割
->Instance Seg
语义分割
->聚类&度量学习
->Instance Seg
SOLO
PolarMask
AdaptIS
BlendMask
History
Metrics