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SotA/Computer Vision/Instance Segmentation/COCO test-dev

Instance Segmentation on COCO test-dev

Metric: APM (higher is better)

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#Model↕APM▼Extra DataPaperDate↕Code
1Co-DETR60.1YesDETRs with Collaborative Hybrid Assignments Trai...2022-11-22Code
2CBNetV2 (EVA02, single-scale)59.3YesCBNet: A Composite Backbone Network Architecture...2021-07-01Code
3InternImage-H58.9YesInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
4Mask Frozen-DETR58.4YesMask Frozen-DETR: High Quality Instance Segmenta...2023-08-07-
5EVA58YesEVA: Exploring the Limits of Masked Visual Repre...2022-11-14Code
6UNINEXT-H55.9YesUniversal Instance Perception as Object Discover...2023-03-12Code
7Mask2Former (Swin-L, single scale)53.8NoMasked-attention Mask Transformer for Universal ...2021-12-02Code
8QueryInst (single scale)51.8NoInstances as Queries2021-05-05Code
9DetectoRS (ResNeXt-101-64x4d, multi-scale)50.9NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
10ResNeSt-200 (multi-scale)49.6NoResNeSt: Split-Attention Networks2020-04-19Code
11DetectoRS (ResNeXt-101-32x4d, multi-scale)49.5NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
12SOLOv2(Res-DCN-101-FPN)45NoSOLOv2: Dynamic and Fast Instance Segmentation2020-03-23Code
13CenterMask + VoVNet9944.4NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
14BlendMask (ResNet-101 + DCN interval=3)44.1NoBlendMask: Top-Down Meets Bottom-Up for Instance...2020-01-02Code
15K-Net-N256 (ResNet-101)43.3NoK-Net: Towards Unified Image Segmentation2021-06-28Code
16SOLO(Res-DCN-101-FPN)43.3NoSOLO: Segmenting Objects by Locations2019-12-10Code
17D2Det (ResNet-101, single-scale test)43No--Code
18CenterMask + VoVNetV2-99 (single-scale)42.8NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
19K-Net (ResNet-101)42.7NoK-Net: Towards Unified Image Segmentation2021-06-28Code
20BCNet(ResNet-101-FPN + Faster RCNN)42.4NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
21BCNet(ResNet-101-FPN + FCOS)42.3NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
22ISTR (ResNet101-FPN-3x, single-scale)41.9NoISTR: End-to-End Instance Segmentation with Tran...2021-05-03Code
23CPMask41.8NoCommonality-Parsing Network across Shape and App...2020-07-24Code
24CenterMask + VoVNetV2-57 (single-scale)41.7NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
25ISDA (ours)41.2NoISDA: Position-Aware Instance Segmentation with ...2022-02-23Code
26SipMask (ResNet-101, single-scale test)40.8NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
27ISTR (ResNet50-FPN-3x, single-scale)40.4NoISTR: End-to-End Instance Segmentation with Tran...2021-05-03Code
28EmbedMask(R-101-FPN)40.4NoEmbedMask: Embedding Coupling for One-stage Inst...2019-12-04Code
29PolarMask++ (ResNeXt-101-DCN)40.2YesPolarMask++: Enhanced Polar Representation for S...2021-05-05Code
30Mask R-CNN (ResNeXt-101-FPN)39.9NoMask R-CNN2017-03-20Code