Real Time Instance Segmentation On Mscoco

评估指标

AP50
AP75
APL
APM
APS
Frame (fps)
mask AP

评测结果

各个模型在此基准测试上的表现结果

模型名称
AP50
AP75
APL
APM
APS
Frame (fps)
mask AP
Paper TitleRepository
YOLACT-550 (ResNet-101-FPN)46.629.244.829.39.233.3 (Titan Xp)28.2YOLACT: Real-time Instance Segmentation-
YOLACT-550++ (ResNet-101-FPN)53.836.955.136.811.927.3 (Titan Xp)34.6YOLACT++: Better Real-time Instance Segmentation-
SparseInst-608 (ResNet-50-vd)59.240.256.939.415.740 (2080 Ti)37.9Sparse Instance Activation for Real-Time Instance Segmentation-
RTMDet-Ins-l-------RTMDet: An Empirical Study of Designing Real-Time Object Detectors-
RTMDet-Ins-x-------RTMDet: An Empirical Study of Designing Real-Time Object Detectors-
RTMDet-Ins-m-------RTMDet: An Empirical Study of Designing Real-Time Object Detectors-
maYOLACT-700 (ResNet-50)59.439.952.540.818.125 (Tesla V100)37.7Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation-
SipMask++ (ResNet-101, single-scale test)55.637.656.838.311.227.0 (Titan Xp)35.4SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation-
SipMask (ResNet-50, single-scale test)51.932.349.833.69.241.7 (Titan Xp)31.2SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation-
maYOLACT-550 (ResNet-50)56.237.151.438.014.730 (Tesla V100)35.2Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation-
SipMask (ResNet-101, single-scale test)53.434.354.035.69.331.3 (Titan Xp)32.8SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation-
RTMDet-Ins-s-------RTMDet: An Empirical Study of Designing Real-Time Object Detectors-
BlendMask-512 (DLA_34)-----33.335.2BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation-
SOLO-51257.739.7---31.337.1SOLOv2: Dynamic and Fast Instance Segmentation-
RetinaMask-----1041.4--
Mask R-CNN-----534.6--
CenterMask-Lite (ResNet-50-FPN)--48.734.712.9-32.9CenterMask : Real-Time Anchor-Free Instance Segmentation-
UOAIS-----1239.6--
SparseInst-448 (ResNet-50-vd)56.537.757.037.112.358.5 (2080 Ti)35.9Sparse Instance Activation for Real-Time Instance Segmentation-
Predicting Future Instance Segmentation-----840.2--
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Real Time Instance Segmentation On Mscoco | SOTA | HyperAI超神经