RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation

11 Dec 2019Shaoru WangYongchao GongJunliang XingLichao HuangChang HuangWeiming Hu

Object detection and instance segmentation are two fundamental computer vision tasks. They are closely correlated but their relations have not yet been fully explored in most previous work... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Detection COCO test-dev RDSNet (ResNet-101, RetinaNet, mask, MBRM) box AP 40.3 # 55
AP50 60.1 # 57
AP75 43 # 64
APS 22.1 # 61
APM 43.5 # 54
APL 51.5 # 58
Instance Segmentation COCO test-dev RDSNet (data aug) mask AP 36.4% # 21
AP50 57.9% # 14
AP75 39.0% # 12
APS 16.4% # 15
APM 39.5% # 13
APL 51.6% # 12

Methods used in the Paper