Domain Adaptation and Few-Shot Learning

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. Long Short-Term MemoryNeural Computation · 1997 · 102,884 citations
4. Going deeper with convolutions2015 · 47,432 citations
5. Densely Connected Convolutional Networks2017 · 45,987 citations
6. Fully convolutional networks for semantic segmentation2015 · 37,731 citations
7. Swin Transformer: Hierarchical Vision Transformer using Shifted Windows2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 33,067 citations
8. Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation2014 · 32,278 citations
9. Squeeze-and-Excitation Networks2018 · 30,566 citations
10. Feature Pyramid Networks for Object Detection2017 · 30,041 citations
11. Focal Loss for Dense Object Detection2017 · 27,631 citations
12. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 20,038 citations
13. Xception: Deep Learning with Depthwise Separable Convolutions2017 · 19,627 citations
14. Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification2015 · 19,060 citations
15. A Fast Learning Algorithm for Deep Belief NetsNeural Computation · 2006 · 16,600 citations
16. Representation Learning: A Review and New PerspectivesIEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 13,369 citations
17. Momentum Contrast for Unsupervised Visual Representation Learning2020 · 12,628 citations
18. Aggregated Residual Transformations for Deep Neural Networks2017 · 12,052 citations
19. Spatial Pyramid Pooling in Deep Convolutional Networks for Visual RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence · 2015 · 11,618 citations
20. Fully Convolutional Networks for Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 11,270 citations
21. Focal Loss for Dense Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 9,900 citations
22. Learning long-term dependencies with gradient descent is difficultIEEE Transactions on Neural Networks · 1994 · 8,719 citations