Instance Segmentation on MS-COCO (Standard AP Metrics)
50.8APDINAT-L
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DINAT-LFramework=Mask2Former [5], Win. Size=11 x 11, # of Params=220 M, FLOPs=522 G, Pre-trained=ImageNet-22K, Resolution=800x8002022.09 | 50.8 | 75 | 30.9 | 54.7 | 72.1 | — | — | — | — | |
| Swin-LFramework=Mask2Former [5], Win. Size=12 x 12, # of Params=216 M, FLOPs=641 G, Pre-trained=ImageNet-22K, Resolution=800x8002022.09 | 50.1 | — | 29.9 | 53.9 | 72.1 | — | — | — | — | |
| DAT-S++FLOPs=430G, #Param=74M, Schedule=3x, Resolution=1280x800x32023.09 | 45.7 | 69.9 | 27.6 | 49.2 | 64.3 | 49.7 | — | — | — | |
| DAT-T++FLOPs=301G, #Param=45M, Schedule=3x, Resolution=1280x800x32023.09 | 45.1 | 69.2 | 26.7 | 48.5 | 64 | 48.7 | — | — | — | |
| CSWin-BFLOPs=526G, #Param=97M, Schedule=3x, Resolution=1280x800x32023.09 | 44.9 | 69.1 | — | — | — | 48.3 | — | — | — | |
| InternImage-BFLOPs=501G, #Param=115M, Schedule=3x, Resolution=1280x800x32023.09 | 44.8 | 68.7 | 26.8 | 47.6 | 63.1 | 48 | — | — | — | |
| DAT-S++FLOPs=430G, #Param=74M, Schedule=1x, Resolution=1280x800x32023.09 | 44.5 | 68.7 | 25 | 48 | 63.3 | 48.2 | — | — | — | |
| InternImage-SFLOPs=340G, #Param=69M, Schedule=3x, Resolution=1280x800x32023.09 | 44.5 | 68.5 | 24.8 | 47.7 | 62.9 | 47.8 | — | — | — | |
| CSWin-SFLOPs=342G, #Param=54M, Schedule=3x, Resolution=1280x800x32023.09 | 44.5 | 68.4 | — | — | — | 47.7 | — | — | — | |
| InternImage-BFLOPs=501G, #Param=115M, Schedule=1x, Resolution=1280x800x32023.09 | 44 | 67.8 | 24.3 | 47.2 | 62.5 | 47.4 | — | — | — | |
| DAT-SFLOPs=378G, #Param=69M, Schedule=3x, Resolution=1280x800x32023.09 | 44 | 68 | 27.8 | 47.7 | 59.5 | 47.5 | — | — | — | |
| CSWin-BFLOPs=526G, #Param=97M, Schedule=1x, Resolution=1280x800x32023.09 | 43.9 | 67.8 | — | — | — | 47.3 | — | — | — | |
| DiNAT-SFLOPs=330G, #Param=70M, Schedule=3x, Resolution=1280x800x32023.09 | 43.9 | 68 | 24.4 | 47.1 | 63.1 | 47.4 | — | — | — | |
| S2DPrecision=FP162026.02 | 43.8 | — | — | — | — | — | — | — | — | |
| DAT-T++FLOPs=301G, #Param=45M, Schedule=1x, Resolution=1280x800x32023.09 | 43.7 | 67.9 | 24.5 | 47.4 | 62.4 | 47.3 | — | — | — | |
| InternImage-TFLOPs=270G, #Param=49M, Schedule=3x, Resolution=1280x800x32023.09 | 43.7 | 67.3 | 24.3 | 47 | 62.5 | 47.3 | — | — | — | |
| CSWin-TFLOPs=279G, #Param=42M, Schedule=3x, Resolution=1280x800x32023.09 | 43.6 | 67.9 | — | — | — | 46.6 | — | — | — | |
| AdamWPrecision=FP162026.02 | 43.6 | — | — | — | — | — | — | — | — | |
| DiNAT-TFLOPs=258G, #Param=48M, Schedule=3x, Resolution=1280x800x32023.09 | 43.5 | 67.2 | 24.2 | 46.9 | 62.3 | 46.7 | — | — | — | |
| RegionViT-B+FLOPs=307G, #Param=93M, Schedule=3x, Resolution=1280x800x32023.09 | 43.5 | 67.1 | 25.1 | 46.4 | 62.1 | 47 | — | — | — | |
| ConvNeXt-BFLOPs=486G, #Param=108M, Schedule=3x, Resolution=1280x800x32023.09 | 43.5 | 67.1 | — | — | — | 46.7 | — | — | — | |
| RegionViT-S+FLOPs=183G, #Param=51M, Schedule=3x, Resolution=1280x800x32023.09 | 43.4 | 67.1 | 24.3 | 46.4 | 62 | 47 | — | — | — | |
| InternImage-SFLOPs=340G, #Param=69M, Schedule=1x, Resolution=1280x800x32023.09 | 43.3 | 67.1 | 23.1 | 46.8 | 62.5 | 46.7 | — | — | — | |
| Swin-SFLOPs=359G, #Param=69M, Schedule=3x, Resolution=1280x800x32023.09 | 43.3 | 67.3 | 28.1 | 46.7 | 58.6 | 46.6 | — | — | — | |
| CSWin-SFLOPs=342G, #Param=54M, Schedule=1x, Resolution=1280x800x32023.09 | 43.2 | 67.1 | — | — | — | 46.2 | — | — | — | |
| NAT-SFLOPs=330G, #Param=70M, Schedule=3x, Resolution=1280x800x32023.09 | 43.2 | 66.9 | 23.3 | 46.6 | 61.8 | 46.4 | — | — | — | |
| S2DQuantization Method=ERQ, Bit-width (W/A)=W8A82026.02 | 43.2 | — | — | — | — | — | — | — | — | |
| ConvNeXt-SFLOPs=348G, #Param=70M, Schedule=3x, Resolution=1280x800x32023.09 | 42.9 | 66.9 | — | — | — | 46.2 | — | — | — | |
| S2DQuantization Method=PTQ4ViT, Bit-width (W/A)=W8A82026.02 | 42.8 | — | — | — | — | — | — | — | — | |
| ConvNeXt-BFLOPs=486G, #Param=108M, Schedule=1x, Resolution=1280x800x32023.09 | 42.7 | 66.3 | — | — | — | 46 | — | — | — | |
| PVTv2-B4FLOPs=500G, #Param=82M, Schedule=1x, Resolution=1280x800x32023.09 | 42.7 | 66.1 | 23.3 | 45.6 | 62 | 46.1 | — | — | — | |
| NAT-TFLOPs=258G, #Param=48M, Schedule=3x, Resolution=1280x800x32023.09 | 42.6 | 66 | 23.1 | 45.7 | 61.4 | 45.9 | — | — | — | |
| InternImage-TFLOPs=270G, #Param=49M, Schedule=1x, Resolution=1280x800x32023.09 | 42.5 | 66.1 | 22.7 | 45.7 | 61.2 | 45.8 | — | — | — | |
| PVTv2-B5FLOPs=557G, #Param=102M, Schedule=1x, Resolution=1280x800x32023.09 | 42.5 | 65.7 | 22.4 | 45.8 | 61.1 | 46 | — | — | — | |
| DAT-SFLOPs=378G, #Param=69M, Schedule=1x, Resolution=1280x800x32023.09 | 42.5 | 66.7 | 25.5 | 45.8 | 58.5 | 45.4 | — | — | — | |
| DAT-TFLOPs=272G, #Param=48M, Schedule=3x, Resolution=1280x800x32023.09 | 42.4 | 66.1 | 27.2 | 45.8 | 57.1 | 45.5 | — | — | — | |
| CSWin-TFLOPs=279G, #Param=42M, Schedule=1x, Resolution=1280x800x32023.09 | 42.2 | 65.6 | — | — | — | 45.4 | — | — | — | |
| AdamWQuantization Method=ERQ, Bit-width (W/A)=W8A82026.02 | 41.9 | — | — | — | — | — | — | — | — | |
| ConvNeXt-SFLOPs=348G, #Param=70M, Schedule=1x, Resolution=1280x800x32023.09 | 41.8 | 65.2 | — | — | — | 45.1 | — | — | — | |
| ConvNeXt-TFLOPs=262G, #Param=48M, Schedule=3x, Resolution=1280x800x32023.09 | 41.7 | 65 | 21.9 | 44.8 | 59.8 | 45 | — | — | — | |
| Swin-TFLOPs=267G, #Param=48M, Schedule=3x, Resolution=1280x800x32023.09 | 41.6 | 65.1 | 25.9 | 45.1 | 56.9 | 44.9 | — | — | — | |
| RegionViT-B+FLOPs=307G, #Param=93M, Schedule=1x, Resolution=1280x800x32023.09 | 41.6 | 65.2 | 21.6 | 44.4 | 60.5 | 44.8 | — | — | — | |
| S2DQuantization Method=ERQ, Bit-width (W/A)=W6A62026.02 | 41.4 | — | — | — | — | — | — | — | — | |
| PVTv2-B2FLOPs=309G, #Param=45M, Schedule=1x, Resolution=1280x800x32023.09 | 41.2 | 64.2 | 22 | 43.7 | 59.4 | 44.4 | — | — | — | |
| Swin-SFLOPs=359G, #Param=69M, Schedule=1x, Resolution=1280x800x32023.09 | 41.1 | 64.9 | 25.1 | 44.3 | 56.6 | 44.2 | — | — | — | |
| RegionViT-S+FLOPs=183G, #Param=51M, Schedule=1x, Resolution=1280x800x32023.09 | 40.9 | 64.1 | 21.6 | 43.4 | 58.9 | 44 | — | — | — | |
| ScaleKDFramework=Mask R-CNN, Backbone=Swin-T2024.11 | 40.8 | — | 21.8 | 43.7 | 59.8 | — | — | — | — | |
| DAT-TFLOPs=272G, #Param=48M, Schedule=1x, Resolution=1280x800x32023.09 | 40.4 | 64.2 | 23.9 | 43.8 | 55.5 | 43.1 | — | — | — | |
| ConvNeXt-TFLOPs=262G, #Param=48M, Schedule=1x, Resolution=1280x800x32023.09 | 40.1 | 63.3 | — | — | — | 42.8 | — | — | — | |
| AdamWQuantization Method=ERQ, Bit-width (W/A)=W6A62026.02 | 39.9 | — | — | — | — | — | — | — | — | |
| Swin-TFLOPs=267G, #Param=48M, Schedule=1x, Resolution=1280x800x32023.09 | 39.8 | 63.3 | 24.2 | 43.1 | 54.6 | 42.7 | — | — | — | |
| BaselineFramework=Mask R-CNN, Backbone=Swin-T2024.11 | 39.3 | — | 20.5 | 41.8 | 57.8 | — | — | — | — | |
| ScaleKDFramework=Mask R-CNN, Backbone=ResNet-502024.11 | 39.1 | — | 19.3 | 42.5 | 57.1 | — | — | — | — | |
| BaselineFramework=Mask R-CNN, Backbone=ResNet-502024.11 | 37.1 | — | 18 | 40.1 | 54.9 | — | — | — | — | |
| AdamWQuantization Method=PTQ4ViT, Bit-width (W/A)=W8A82026.02 | 36.5 | — | — | — | — | — | — | — | — | |
| SAM FTI-FDet2026.03 | 36 | 56.6 | — | — | — | — | — | — | 49.5 | |
| RSPrompter2026.03 | 35.2 | 54.3 | — | — | — | — | — | — | 51 | |
| S2DQuantization Method=ERQ, Bit-width (W/A)=W5A52026.02 | 34.4 | — | — | — | — | — | — | — | — | |
| SAM-seg2026.03 | 33.2 | 53.3 | — | — | — | — | — | — | 42 | |
| FastSAM2026.03 | 32.6 | 51.8 | — | — | — | — | — | — | 49 | |
| S2DQuantization Method=PTQ4ViT, Bit-width (W/A)=W6A62026.02 | 20.7 | — | — | — | — | — | — | — | — | |
| S2DQuantization Method=ERQ, Bit-width (W/A)=W4A42026.02 | 13 | — | — | — | — | — | — | — | — | |
| AdamWQuantization Method=ERQ, Bit-width (W/A)=W5A52026.02 | 11.7 | — | — | — | — | — | — | — | — | |
| AdamWQuantization Method=PTQ4ViT, Bit-width (W/A)=W6A62026.02 | 1.9 | — | — | — | — | — | — | — | — | |
| AdamWQuantization Method=ERQ, Bit-width (W/A)=W4A42026.02 | 0.5 | — | — | — | — | — | — | — | — | |
| ConvNeXt-TBackbone=ConvNeXt-T, #param.=48M, FLOPs=262G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 40.1 | — | — | 63.3 | 42.8 | — | |
| GroupMamba-TBackbone=GroupMamba-T, #param.=40M, FLOPs=279G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 42.9 | — | — | 66.5 | 46.3 | — | |
| LocalVMamba-TBackbone=LocalVMamba-T, #param.=45M, FLOPs=291G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 42.2 | — | — | 65.7 | 45.5 | — | |
| ResNet-50Backbone=ResNet-50, #param.=44M, FLOPs=260G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 34.7 | — | — | 55.7 | 37.2 | — | |
| Swin-TBackbone=Swin-T, #param.=48M, FLOPs=267G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 39.3 | — | — | 62.2 | 42.2 | — | |
| VMamba-TBackbone=VMamba-T, #param.=50M, FLOPs=270G, Framework=Mask R-CNN 1x2024.07 | — | — | — | 42.7 | — | — | 66.3 | 46 | — |