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

Instance Segmentation on COCO test-dev

Metric: APL (higher is better)

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#Model↕APL▼Extra DataPaperDate↕Code
1EVA72.4YesEVA: Exploring the Limits of Masked Visual Repre...2022-11-14Code
2Co-DETR72YesDETRs with Collaborative Hybrid Assignments Trai...2022-11-22Code
3Mask2Former (Swin-L, single scale)71.2NoMasked-attention Mask Transformer for Universal ...2021-12-02Code
4CBNetV2 (EVA02, single-scale)70.9YesCBNet: A Composite Backbone Network Architecture...2021-07-01Code
5Mask Frozen-DETR70.4YesMask Frozen-DETR: High Quality Instance Segmenta...2023-08-07-
6InternImage-H70.3YesInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
7UNINEXT-H67.5YesUniversal Instance Perception as Object Discover...2023-03-12Code
8Focal-L (HTC++, multi-scale)64.2NoFocal Self-attention for Local-Global Interactio...2021-07-01Code
9QueryInst (single scale)63.2NoInstances as Queries2021-05-05Code
10SOLOv2(Res-DCN-101-FPN)61.6NoSOLOv2: Dynamic and Fast Instance Segmentation2020-03-23Code
11DetectoRS (ResNeXt-101-64x4d, multi-scale)61.5NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
12ResNeSt-200 (multi-scale)60.6NoResNeSt: Split-Attention Networks2020-04-19Code
13DetectoRS (ResNeXt-101-32x4d, multi-scale)59.6NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
14K-Net-N256 (ResNet-101)59NoK-Net: Towards Unified Image Segmentation2021-06-28Code
15SOLO(Res-DCN-101-FPN)58.9NoSOLO: Segmenting Objects by Locations2019-12-10Code
16K-Net (ResNet-101)58.8NoK-Net: Towards Unified Image Segmentation2021-06-28Code
17CenterMask + VoVNetV2-99 (single-scale)57NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
18ISDA (ResNet-50)55.7NoISDA: Position-Aware Instance Segmentation with ...2022-02-23Code
19BlendMask (ResNet-101 + DCN interval=3)54.5NoBlendMask: Top-Down Meets Bottom-Up for Instance...2020-01-02Code
20CenterMask + VoVNet9954.3NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
21SipMask (ResNet-101, single-scale test)54.3NoSipMask: Spatial Information Preservation for Fa...2020-07-29Code
22D2Det (ResNet-101, single-scale test)54No--Code
23Mask R-CNN (ResNeXt-101-FPN)53.5NoMask R-CNN2017-03-20Code
24ISTR (ResNet101-FPN-3x, single-scale)52.3NoISTR: End-to-End Instance Segmentation with Tran...2021-05-03Code
25PolarMask++ (ResNeXt-101-DCN)52YesPolarMask++: Enhanced Polar Representation for S...2021-05-05Code
26BCNet(ResNet-101-FPN + Faster RCNN)51.1NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
27BCNet(ResNet-101-FPN + FCOS)51NoDeep Occlusion-Aware Instance Segmentation with ...2021-03-23Code
28ISTR (ResNet50-FPN-3x, single-scale)50.6NoISTR: End-to-End Instance Segmentation with Tran...2021-05-03Code
29CPMask50.1NoCommonality-Parsing Network across Shape and App...2020-07-24Code