Attention Augmented Convolutional Networks

Convolutional networks have been the paradigm of choice in many computer vision applications. The convolution operation however has a significant weakness in that it only operates on a local neighborhood, thus missing global information... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Classification CIFAR-100 AA-Wide-ResNet Percentage correct 81.6 # 32
Object Detection COCO test-dev AA-ResNet-10 + RetinaNet box AP 39.2 # 70
Image Classification ImageNet AA-ResNet-152 Top 1 Accuracy 79.1% # 78
Top 5 Accuracy 94.6% # 51

Methods used in the Paper