Paper-reading-notes

segmentation paper reading notes

Segmentation paper list reference:

1. 语义分割 - Semantic Segmentation Papers
2. arXiv Search result: Semantic Segmentation
3. A collection of AWESOME things about domain adaptation
4. https://zhangbin0917.github.io/2018/09/18/Semantic-Segmentation/#more
5. AAAI 19 Accepted_Papers
6. CVPR 2018 open access
7. MICCAI 2018 accepted papers

Paper With Code:

1. Real-Time Semantic Segmentation
2. Semantic Segmentation

CATALOGS

1. Summary of the semantic segmentation datasets
   1. PASCAL VOC 2012
   2. Semantic Boundaries Dataset (SBD)
   3. PASCAL VOC 2012 augmented with SBD
   4. The COCO-Stuff dataset
   5. PASCAL-Context Dataset
   6. Cityscapes Datasets
   7. PASCAL-$5^i$ (for shot learning)
   8. SYNTHIA
   9. GTA-5
   10. ADE20K
2. Paper Reading Template
3. Experiment Result Collecting
4. 语义分割-知识点总结
   • Depth-wise separable convolution
   • atrous convolution 带洞卷积
   • Spatial pyramid pooling
   • Xception model

Experiment Results

Experiment Results on Cityscapes testing set, collected by myself.

About the other datasets, please read this file: Experiment Result Collecting.xlsx

PROGRESS

Segmentation Paper Reading Notes

Details of the papers are collected in the notes. "My Rating" is my personal rating of these papers from 1-10, from bad to good.

Index	Net Name	Conference	Papers Title	Note Links	Code	My Rating
01	DeepLabV3+	ECCV 2018	Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	01-DeepLabV3+.md	Official Code	8
02	DANet	CVPR 2019	Dual Attention Network for Scene Segmentation	02-DANet.md	Official Code	7
03	A-MCG	AAAI 2019	Attention-based Multi-Context Guiding for Few-Shot Semantic Segmentation	03-A-MCG network.md	NO	5
04	SEANet	AAAI 2019	Self-Ensembling Attention Networks: Addressing Domain Shift for Semantic Segmentation	04-SEANet.md	Official Code	6
05	ExFuse	ECCV 2018	ExFuse: Enhancing Feature Fusion for Semantic Segmentation	05-ExFuse.md	NO	7
06	OCNet	Not yet	OCNet: Object Context Network for Scene Parsing	06-OCNet.md	Official Code	4
07	CCNet	Not yet	CCNet: Criss-Cross Attention for Semantic Segmentation	07-CCNet.md	Official Code	6
08	DFN	CVPR18 Spotlight	Learning a Discriminative Feature Network for Semantic Segmentation	08-DFN.md	Inofficial Code	6
09	PSPNet	CVPR 2017	Pyramid Scene Parsing Network	09-PSPNet.md	Official Code	4
10	\	Artificial Intelligence Review 2018	Recent progress in semantic image segmentation	10-SegReview18.md	NO	4
11	AAF	ECCV 2018	Adaptive Affinity Fields for Semantic Segmentation	11-AAF.md	Official Code	5
12	GCN	CVPR 2017	Large Kernel Matters——Improve Semantic Segmentation by Global Convolutional Network	12-GCN.md	Inofficial Code	7
13	DensASPP	CVPR 2018	DenseASPP for Semantic Segmentation in Street Scenes	13-DenseASPP.md	Official Code	7
14	Layer Cascade	CVPR 2017	Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade	14-Layer-Cascade.md	Official Code	6.5
15	RefineNet	CVPR 2017	RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation	15-RefineNet.md	Official Code	7
16	OANet	CVPR 2019	An End-to-End Network for Panoptic Segmentation	16-OANet.md	NO	6
17	BiSeNet	ECCV 2018	BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation	17-BiSeNet.md	Official Code	3
18	DUpsampling	CVPR 2019	Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation	18-DUpsampling.md	NO	4
19	DFANet	CVPR 2019	DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation	19-DFANet.md	NO	6
20	Knowledge Distillation	CVPR 2019	Structured Knowledge Distillation for Semantic Segmentation	NOTE	NO	\
22	GLNET	CVPR 19 Oral	Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images	NOTE	Official Code	8
23	Accel	CVPR 19 Oral	Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on Video	NOTE	Official Code	3

Medical Segmentation Paper Reading Notes

Details of the papers are collected in the notes. "My Rating" is my personal rating of these papers from 1-10, from bad to good.

Index	Label	Conference	Papers Title	Note Links	Code	My Rating
01	transforms for data augmentation	CVPR 2019	Data augmentation using learned transforms for one-shot medical image segmentation	01-transforms-for-DA.md	Official Code	*

Other Related Papers Reading Notes

Index	Net Name	Conference	Papers Title	Note Links	Code	My Rating
01	CASENet	CVPR 2017	CASENet: Deep Category-Aware Semantic Edge Detection	23-CASENet.md	Official Code	2
02	SRFBN	CVPR 2019	Feedback Network for Image Super-Resolution	02-SRFBN.md	Official Code	7
03	DBPN	CVPR 2018	Deep Back-Projection Networks For Super-Resolution	24-DBPN.md	Official Code	7.5