HarDNet: A Low Memory Traffic Network

ICCV 2019 Ping ChaoChao-Yang KaoYu-Shan RuanChien-Hsiang HuangYoun-Long Lin

State-of-the-art neural network architectures such as ResNet, MobileNet, and DenseNet have achieved outstanding accuracy over low MACs and small model size counterparts. However, these metrics might not be accurate for predicting the inference time... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Real-Time Semantic Segmentation Cityscapes test FC-HarDNet-70 mIoU 75.9% # 1
Real-Time Semantic Segmentation Cityscapes test FC-HarDNet-70 Time (ms) 18.8 (1080Ti) # 11
Real-Time Semantic Segmentation Cityscapes test FC-HarDNet-70 Frame (fps) 53 (1080Ti) # 13
Real-Time Object Detection COCO SSD512-HarDNet85 MAP 35.1 # 4
Real-Time Object Detection COCO SSD512-HarDNet85 FPS 39 # 7