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SotA/Computer Vision/Instance Segmentation/MSCOCO

Instance Segmentation on MSCOCO

Metric: mask AP (higher is better)

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#Model↕mask AP▼Extra DataPaperDate↕Code
1RTMDet-Ins-x44.6NoRTMDet: An Empirical Study of Designing Real-Tim...2022-12-14Code
2RTMDet-Ins-l43.7NoRTMDet: An Empirical Study of Designing Real-Tim...2022-12-14Code
3RTMDet-Ins-m42.1NoRTMDet: An Empirical Study of Designing Real-Tim...2022-12-14Code
4RetinaMask41.4No---
5Predicting Future Instance Segmentation40.2No---
6UOAIS39.6No---
7SparseInst-608 (ResNet-50-vd)37.9NoSparse Instance Activation for Real-Time Instanc...2022-03-24Code
8maYOLACT-700 (ResNet-50)37.7NoMask-aware IoU for Anchor Assignment in Real-tim...2021-10-19Code
9SOLO-51237.1NoSOLOv2: Dynamic and Fast Instance Segmentation2020-03-23Code
10SparseInst-448 (ResNet-50-vd)35.9NoSparse Instance Activation for Real-Time Instanc...2022-03-24Code
11SipMask++ (ResNet-101, single-scale test)35.4NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
12maYOLACT-550 (ResNet-50)35.2NoMask-aware IoU for Anchor Assignment in Real-tim...2021-10-19Code
13BlendMask-512 (DLA_34)35.2NoBlendMask: Top-Down Meets Bottom-Up for Instance...2020-01-02Code
14YOLACT-550++ (ResNet-101-FPN)34.6NoYOLACT++: Better Real-time Instance Segmentation2019-12-03Code
15Mask R-CNN34.6Yes---
16CenterMask-Lite (ResNet-50-FPN)32.9NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
17SipMask (ResNet-101, single-scale test)32.8NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
18SipMask (ResNet-50, single-scale test)31.2NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
19YolactEdge29.5No---
20YOLACT-550 (ResNet-101-FPN)28.2NoYOLACT: Real-time Instance Segmentation2019-04-04Code
21YOLACT24.9YesYOLACT: Real-time Instance Segmentation2019-04-04Code