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

Instance Segmentation on COCO test-dev

Metric: AP50 (higher is better)

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#Model↕AP50▼Extra DataPaperDate↕Code
1InternImage-H80.8YesInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
2CBNetV2 (EVA02, single-scale)80.3YesCBNet: A Composite Backbone Network Architecture...2021-07-01Code
3Co-DETR80.2YesDETRs with Collaborative Hybrid Assignments Trai...2022-11-22Code
4EVA80YesEVA: Exploring the Limits of Masked Visual Repre...2022-11-14Code
5Mask Frozen-DETR79.3YesMask Frozen-DETR: High Quality Instance Segmenta...2023-08-07-
6UNINEXT-H76.2YesUniversal Instance Perception as Object Discover...2023-03-12Code
7Focal-L (HTC++, multi-scale)75.4NoFocal Self-attention for Local-Global Interactio...2021-07-01Code
8Mask2Former (Swin-L, single scale)74.9NoMasked-attention Mask Transformer for Universal ...2021-12-02Code
9QueryInst (single scale)74.2NoInstances as Queries2021-05-05Code
10DetectoRS (ResNeXt-101-64x4d, multi-scale)72NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
11DetectoRS (ResNeXt-101-32x4d, multi-scale)71.1NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
12ResNeSt-200 (multi-scale)70.2NoResNeSt: Split-Attention Networks2020-04-19Code
13GCNet (ResNeXt-101 + DCN + cascade + GC r4)68.9NoGlobal Context Networks2020-12-24Code
14CenterMask + VoVNetV2-99 (multi-scale)66.2NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
15PolarMask++ (ResNeXt-101-DCN)64.1YesPolarMask++: Enhanced Polar Representation for S...2021-05-05Code
16K-Net-N256 (ResNet-101)63.3NoK-Net: Towards Unified Image Segmentation2021-06-28Code
17SOLOv2(Res-DCN-101-FPN)63.2NoSOLOv2: Dynamic and Fast Instance Segmentation2020-03-23Code
18BlendMask (ResNet-101 + DCN interval=3)63.1NoBlendMask: Top-Down Meets Bottom-Up for Instance...2020-01-02Code
19K-Net (ResNet-101)62.8NoK-Net: Towards Unified Image Segmentation2021-06-28Code
20SOLO(Res-DCN-101-FPN)62.7NoSOLO: Segmenting Objects by Locations2019-12-10Code
21CenterMask + VoVNetV2-99 (single-scale)62.3NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
22ISDA (ours)62NoISDA: Position-Aware Instance Segmentation with ...2022-02-23Code
23D2Det (ResNet-101, single-scale test)61.5No--Code
24BCNet(ResNet-101-FPN + Faster RCNN)61.5NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
25CenterMask + X101-32x8d (single-scale)61.2NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
26BCNet(ResNet-101-FPN + FCOS)61.2NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
27CPMask60.8NoCommonality-Parsing Network across Shape and App...2020-07-24Code
28CenterMask + VoVNetV2-57 (single-scale)60.8NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
29SipMask (ResNet-101, single-scale test)60.2NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
30Mask R-CNN (ResNeXt-101-FPN)60NoMask R-CNN2017-03-20Code
31EmbedMask(R-101-FPN)59.1NoEmbedMask: Embedding Coupling for One-stage Inst...2019-12-04Code
32VirTex Mask R-CNN (ResNet-50-FPN)58.4NoVirTex: Learning Visual Representations from Tex...2020-06-11Code
33E2EC DLA-3452.9NoE2EC: An End-to-End Contour-based Method for Hig...2022-03-08Code