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 1 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=1' data-page='1' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/1.jpg' width='140' height='200' /> Assisted Excitation In Deep Learning

To Appear in CVPR'19

Amin Sadeghi

Page 2 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=2' data-page='2' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/2.jpg' width='140' height='200' /> Page 3 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=3' data-page='3' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/3.jpg' width='140' height='200' /> + 500K Customers+ 12K Service Providers+ 1000 Daily Services+ 400 Categories+ Pricing

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

Page 4 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=4' data-page='4' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/4.jpg' width='140' height='200' /> Image Recognition Problems

Page 5 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=5' data-page='5' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/5.jpg' width='140' height='200' /> Image Classification Over Time (Error rate)

Page 6 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=6' data-page='6' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/6.jpg' width='140' height='200' /> Object Detection

Benchmark

Page 7 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=7' data-page='7' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/7.jpg' width='140' height='200' /> Deep Neural Network

Page 8 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=8' data-page='8' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/8.jpg' width='140' height='200' /> Demo

https://playground.tensorflow.org Page 9 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=9' data-page='9' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/9.jpg' width='140' height='200' /> Assisted Excitation

Page 10 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=10' data-page='10' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/10.jpg' width='140' height='200' /> Assisted Excitation

Page 11 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=11' data-page='11' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/11.jpg' width='140' height='200' /> Assisted Excitation

Page 12 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=12' data-page='12' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/12.jpg' width='140' height='200' /> Page 13 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=13' data-page='13' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/13.jpg' width='140' height='200' /> Results

Page 14 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=14' data-page='14' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/14.jpg' width='140' height='200' /> Discussion

Page 15 <img data-url='document/assisted-excitation-in-deep-learning-qcai-a-retina-101-500x500-yolov3-retina-50.html?page=15' data-page='15' class='cut-thumb lazyload' alt='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' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader034.cupdf.com/reader034/viewer/2022042403/5f1748b458b2667393031902/html5/thumbnails/15.jpg' width='140' height='200' /> Thank you

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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