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

Instance Segmentation on COCO test-dev

Metric: AP75 (higher is better)

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#Model↕AP75▼Extra DataPaperDate↕Code
1Co-DETR63.4YesDETRs with Collaborative Hybrid Assignments Trai...2022-11-22Code
2InternImage-H62.2YesInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
3CBNetV2 (EVA02, single-scale)62.1YesCBNet: A Composite Backbone Network Architecture...2021-07-01Code
4Mask Frozen-DETR61.4YesMask Frozen-DETR: High Quality Instance Segmenta...2023-08-07-
5UNINEXT-H56.7YesUniversal Instance Perception as Object Discover...2023-03-12Code
6Focal-L (HTC++, multi-scale)56.5NoFocal Self-attention for Local-Global Interactio...2021-07-01Code
7Mask2Former (Swin-L, single scale)54.9NoMasked-attention Mask Transformer for Universal ...2021-12-02Code
8QueryInst (single scale)53.8NoInstances as Queries2021-05-05Code
9DetectoRS (ResNeXt-101-64x4d, multi-scale)53.3NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
10DetectoRS (ResNeXt-101-32x4d, multi-scale)51.6NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
11ResNeSt-200 (multi-scale)51.5NoResNeSt: Split-Attention Networks2020-04-19Code
12GCNet (ResNeXt-101 + DCN + cascade + GC r4)49.6NoGlobal Context Networks2020-12-24Code
13CenterMask + VoVNetV2-99 (multi-scale)47.4NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
14SOLOv2(Res-DCN-101-FPN)45.1NoSOLOv2: Dynamic and Fast Instance Segmentation2020-03-23Code
15BlendMask (ResNet-101 + DCN interval=3)44.6NoBlendMask: Top-Down Meets Bottom-Up for Instance...2020-01-02Code
16CenterMask + VoVNetV2-99 (single-scale)44.1NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
17D2Det (ResNet-101, single-scale test)43.7No--Code
18SOLO(Res-DCN-101-FPN)43.3NoSOLO: Segmenting Objects by Locations2019-12-10Code
19BCNet(ResNet-101-FPN + Faster RCNN)43.1NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
20CenterMask + X101-32x8d (single-scale)42.9NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
21BCNet(ResNet-101-FPN + FCOS)42.7NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
22CPMask42.2NoCommonality-Parsing Network across Shape and App...2020-07-24Code
23ISDA (ours)41.1NoISDA: Position-Aware Instance Segmentation with ...2022-02-23Code
24SipMask (ResNet-101, single-scale test)40.8NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
25EmbedMask(R-101-FPN)40.3NoEmbedMask: Embedding Coupling for One-stage Inst...2019-12-04Code
26PolarMask++ (ResNeXt-101-DCN)40YesPolarMask++: Enhanced Polar Representation for S...2021-05-05Code
27VirTex Mask R-CNN (ResNet-50-FPN)39.7NoVirTex: Learning Visual Representations from Tex...2020-06-11Code
28Mask R-CNN (ResNeXt-101-FPN)39.4NoMask R-CNN2017-03-20Code
29E2EC DLA-3435.9NoE2EC: An End-to-End Contour-based Method for Hig...2022-03-08Code