Path Aggregation Network for Instance Segmentation

The way that information propagates in neural networks is of great importance. In this paper, we propose Path Aggregation Network (PANet) aiming at boosting information flow in proposal-based instance segmentation framework... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
RESULT BENCHMARK
Instance Segmentation COCO minival PANet (ResNet-50) mask AP 37.8 # 14
Object Detection COCO test-dev PANet (ResNeXt-101, multi-scale) box AP 47.4 # 23
AP50 67.2 # 25
AP75 51.8 # 28
APS 30.1 # 26
APM 51.7 # 24
APL 60.0 # 24
Instance Segmentation COCO test-dev PANet mask AP 42.0 # 4

Methods used in the Paper