duongdqq / real-time-semantic-segmentation

lightweight and efficient cnn for semantic segmentation, my blog address:

Real-time network for mobile devices

awesome-image-classification

Google

Learning Transferable Architectures for Scalable Image Recognition NASNet

MnasNet: Platform-Aware Neural Architecture Search for Mobile MnasNet

MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications MobileNets

MobileNetV2: Inverted Residuals and Linear Bottlenecks MobileNetV2 MobileNetV2-pytorch)

Searching for Efficient Multi-Scale Architectures for Dense Image Prediction

Megvill

ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices ShuffleNet

ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design ShuffleNet V2 Shufflenet-v2-Pytorch

Microsoft Research

Interleaved Group Convolutions for Deep Neural Networks IGCV

IGCV2: Interleaved Structured Sparse Convolutional Neural Networks IGCV2

IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks IGCV3

Accelerating Deep Neural Networks with Spatial Bottleneck Modules

Others

CondenseNet: An Efficient DenseNet using Learned Group Convolutions CondenseNet

ChamNet: Towards Efficient Network Design through Platform-Aware Model AdaptationChamNet

Papers for real-time semantic segmentation

1. A Comparative Study of Real-time Semantic Segmentation for Autonomous Driving
2. Analysis of efficient CNN design techniques for semantic segmentation
3. Real-time Semantic Image Segmentation via Spatial Sparsity arxiv2017
4. ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation ENet
5. ICNet for Real-Time Semantic Segmentation on High-Resolution Images ICNet
6. Speeding up Semantic Segmentation for Autonomous Driving SQNet
7. Efficient ConvNet for Real-time Semantic Segmentation EConvNet
8. ERFNet: Efficient Residual Factorized ConvNet for Real-time Semantic Segmentation ERFNet
9. Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic SegmentationEDANet
10. ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation ESPNet
11. ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network ESPNetv2 code
12. Concentrated-Comprehensive Convolutions for lightweight semantic segmentation CCC-ERFNet
13. BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation BiSeNet
14. Light-Weight RefineNet for Real-Time Semantic SegmentationLight-Weight RefineNet code
15. ShelfNet for Real-time Semantic Segmentation arxiv2018 code
16. LadderNet: MULTI-PATH NETWORKS BASED ON U-NET FOR MEDICAL IMAGE SEGMENTATION LadderNet
17. ShuffleSeg: REAL-TIME SEMANTIC SEGMENTATION NETWORK ShuffleSeg
18. RTSeg: REAL-TIME SEMANTIC SEGMENTATION COMPARATIVE STUDY RTSeg
19. ContextNet: Exploring Context and Detail for Semantic Segmentation in Real-time ContextNet
20. CGNet: A Light-weight Context Guided Network for Semantic Segmentation arxiv2018 code
21. Design of Real-time Semantic Segmentation Decoder for Automated Driving arxiv2019
22. DSNet: DSNet for Real-Time Driving Scene Semantic Segmentation DSNet
23. Fast-SCNN: Fast Semantic Segmentation Network arxiv2019
24. An efficient solution for semantic segmentation: ShuffleNet V2 with atrous separable convolutions arxiv2019

Some useful links & repo

1. Awesome-model-compression-and-acceleration

2. awesome-model-compression-and-acceleration

3. real-time-network

4. ConvNets

5. awesome-computer-vision-models

6. fast_portrait_segmentation

7. Light_CNN

8. read--paper--list

9. awesome--computer--vision--models

10. Semantic-Segmentation-Paper-Record

11. Segmentation-Paper-Reading-Notes

12. CV-News

13. research-method

14. segmentation-paper-reading-notes

15. CV-Papers-Datasets

16. useful-computer-vision-phd-resources

17. AI_Projects

18. awesome-embedded-ai

19. Segmentation.X

20. SemanticSegmentation_DL

21. CV_resources

22. 无人驾驶资源收集

23. 无人驾驶相关论文速递

24. AI papers

25. Paper-Notes