Deep Learning - Convolutional Neural Networks - Architectural Zoo
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A overview over different Convolutional Neural Networks architectures used in Deep Learning.
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Deep Learning - Convolutional Neural Networks - Architectural Zoo
- 1. Deep Learning Christian S. Perone Jun 2016 Convolutional Neural Networks Architectural Zoo
- 2. Who Christian S. Perone Machine Learning Engineer Software Engineer Blog http://blog.christianperone.com Open-source http://github.com/perone Twitter @tarantulae
- 3. Agenda Traditional Architectures Siamese Networks Dense Predictions Video Music Recommendation Localization, Detection, Alignment Q & A
- 5. Traditional Building Blocks Three main building blocks: – Convolutional – Pooling – Fully Connected (Dense) Image by Liu et al, 2016 Architecture Overview
- 6. Traditional Building Blocks The input data Color Image (RGB) 28 pixels (width) 28 pixels (height) 3 channels (RGB)
- 7. Traditional Building Blocks Convolutions Animation by Vincent Dumoulin et al, 2016 Image by Apple
- 8. Traditional Building Blocks Pooling Images by Karpathy, cs2311 Stanford, 2016
- 9. Traditional Building Blocks Fully Connected
- 10. Traditional Architecture The canonical CNNs Images by Rob Hess et al, 2016
- 12. Architectural Zoo The Siamese Architecture Learning Hierarchies of Invariant Features. Yann LeCun.
- 13. Architectural Zoo The Siamese Architecture Learning visual similarity for product design with convolutional neural networks, Sean Bell et al
- 14. Architectural Zoo The Siamese Architecture Learning visual similarity for product design with convolutional neural networks, Sean Bell et al
- 15. Architectural Zoo The Siamese Architecture Learning visual similarity for product design with convolutional neural networks, Sean Bell et al
- 16. Architectural Zoo The Siamese Architecture Learning Deep Representations for Ground-to-Aerial Geolocalization, Tsung-Yi Lin et al. 2016.
- 17. Architectural Zoo The Siamese Architecture Learning Deep Representations for Ground-to-Aerial Geolocalization, Tsung-Yi Lin et al. 2016.
- 19. Architectural Zoo Dense Prediction Fully Convolutional Networks for Semantic Segmentation. Jonathan Long et al. 2015
- 20. Architectural Zoo Dense Prediction Fully Convolutional Networks for Semantic Segmentation. Jonathan Long et al. 2015
- 21. Architectural Zoo Dense Prediction Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification. Satoshi Iizuka et al. 2016
- 22. Architectural Zoo Dense Prediction Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification. Satoshi Iizuka et al. 2016
- 23. Architectural Zoo Dense Prediction Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification. Satoshi Iizuka et al. 2016
- 24. Architectural Zoo Dense Prediction Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification. Satoshi Iizuka et al. 2016
- 25. Architectural Zoo Dense Prediction Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup. Edgar Simo-Serra et al. 2016.
- 26. Architectural Zoo Dense Prediction Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup. Edgar Simo-Serra et al. 2016.
- 28. Architectural Zoo Video Large-scale Video Classification with Convolutional Neural Networks . Andrej Karpathy. 2014
- 29. Architectural Zoo Video Large-scale Video Classification with Convolutional Neural Networks . Andrej Karpathy. 2014
- 30. Architectural Zoo Video Learning Spatiotemporal Features with 3D Convolutional Networks . Du Tran et al. 2015
- 32. Architectural Zoo Music Recommendation Recommending music on Spotify with Deep Learning. Sander Dieleman. 2014.
- 34. Architectural Zoo Localization, Detection and Alignment Rich feature hierarchies for accurate object detection and semantic segmentation. Girschick et al. 2014.
- 35. Architectural Zoo Localization, Detection and Alignment Selective Search for Object Recognition. Uijlings et al. IJCV 2013
- 36. Architectural Zoo Localization, Detection and Alignment Fast R-CNN. Girschick et al. 2015.
- 37. Architectural Zoo Localization, Detection and Alignment Image by Fei-Fei Li & Andrej Karpathy & Justin Johnson. Cs231n, 2016. Fast R-CNN. Girschick et al. 2015.
- 38. Architectural Zoo Localization, Detection and Alignment Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. Ren et al. 2015. Image by Ross Girschick / Slide from CS231n, Fei-Fei & Andrej Karpathy & Justin Johnson. 2016.
- 39. Architectural Zoo Localization, Detection and Alignment Right Whale Recognition Challenge, winner report. Robert Bogucki, Deepsense.io. 2016.
- 40. Architectural Zoo Localization, Detection and Alignment Spatial Transformer Networks. Max Jaderberg et al. 2015.