Advanced Neural Network Applications

Most cited papers

1. Deep Residual Learning for Image Recognition2016 · 229,413 citations
2. ImageNet classification with deep convolutional neural networksCommunications of the ACM · 2017 · 109,548 citations
3. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 56,050 citations
4. You Only Look Once: Unified, Real-Time Object Detection2016 · 51,627 citations
5. Going deeper with convolutions2015 · 47,432 citations
6. Densely Connected Convolutional Networks2017 · 45,987 citations
7. Fully convolutional networks for semantic segmentation2015 · 37,731 citations
8. Swin Transformer: Hierarchical Vision Transformer using Shifted Windows2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 33,067 citations
9. Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation2014 · 32,278 citations
10. Rethinking the Inception Architecture for Computer Vision2016 · 31,583 citations
11. Squeeze-and-Excitation Networks2018 · 30,566 citations
12. Feature Pyramid Networks for Object Detection2017 · 30,041 citations
13. Mask R-CNN2017 · 29,845 citations
14. Fast R-CNN2015 · 28,653 citations
15. Focal Loss for Dense Object Detection2017 · 27,631 citations
16. MobileNetV2: Inverted Residuals and Linear Bottlenecks2018 · 26,887 citations
17. DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFsIEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 22,729 citations
18. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 20,038 citations
19. Xception: Deep Learning with Depthwise Separable Convolutions2017 · 19,627 citations
20. YOLO9000: Better, Faster, Stronger2017 · 19,350 citations
21. Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification2015 · 19,060 citations
22. Pyramid Scene Parsing Network2017 · 15,919 citations
23. Are we ready for autonomous driving? The KITTI vision benchmark suite2012 · 14,931 citations
24. A survey on Image Data Augmentation for Deep LearningJournal Of Big Data · 2019 · 13,256 citations
25. Momentum Contrast for Unsupervised Visual Representation Learning2020 · 12,628 citations
26. The Cityscapes Dataset for Semantic Urban Scene Understanding2016 · 12,311 citations
27. Aggregated Residual Transformations for Deep Neural Networks2017 · 12,052 citations
28. YOLOv7: Trainable Bag-of-Freebies Sets New State-of-the-Art for Real-Time Object Detectors2023 · 11,832 citations
29. Spatial Pyramid Pooling in Deep Convolutional Networks for Visual RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence · 2015 · 11,618 citations
30. Non-local Neural Networks2018 · 11,441 citations
31. Fully Convolutional Networks for Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 11,270 citations
32. Caffe2014 · 11,223 citations
33. Learning Deep Features for Discriminative Localization2016 · 11,058 citations
34. Fast robust automated brain extractionHuman Brain Mapping · 2002 · 10,953 citations
35. V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation2016 · 10,879 citations
36. Segment Anything2023 · 10,762 citations
37. Vision meets robotics: The KITTI datasetThe International Journal of Robotics Research · 2013 · 10,140 citations
38. Object Detection with Discriminatively Trained Part-Based ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 10,131 citations
39. Focal Loss for Dense Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 9,900 citations
40. Searching for MobileNetV32019 · 9,497 citations