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Assisted Excitation In Deep Learning To Appear in CVPR'19 Amin Sadeghi

Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

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Page 1: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Assisted Excitation In Deep Learning

To Appear in CVPR'19

Amin Sadeghi

Page 2: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Page 3: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

+ 500K Customers+ 12K Service Providers+ 1000 Daily Services+ 400 Categories+ Pricing

+10M Customers+400K Daily Rides+ ETA+ Pricing+ Ridesharing

Page 4: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Image Recognition Problems

Page 5: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Image Classification Over Time (Error rate)

Page 6: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Object Detection

Benchmark

Page 7: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Deep Neural Network

Page 8: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Demo

https://playground.tensorflow.org

Page 9: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Assisted Excitation

Page 10: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Assisted Excitation

Page 11: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Assisted Excitation

Page 12: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Page 13: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Results

Page 14: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Discussion

Page 15: Assisted Excitation In Deep Learning - QCAI · A Retina-101 (500x500) YOLOv3+ Retina-50 (800x800) Retina-50 YOLOv3 (500x500) (608x608) Frames Per Second YOLOv3+ Faster R-CNN SSD ResNet

Thank you

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