Rethinking the Inception Architecture for Computer Vision

Convolutional networks are at the core of most state-of-the-art computer vision solutions for a wide variety of tasks. Since 2014 very deep convolutional networks started to become mainstream, yielding substantial gains in various benchmarks... (read more)

PDF Abstract CVPR 2016 PDF CVPR 2016 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Classification ImageNet Inception V3 Top 1 Accuracy 78.8% # 83
Retinal OCT Disease Classification OCT2017 InceptionV3 Acc 96.6 # 5
Sensitivity 97.8 # 5
Retinal OCT Disease Classification OCT2017 InceptionV3 (limited) Acc 93.4 # 7
Sensitivity 96.6 # 6

Methods used in the Paper