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ResearchFormerly WizWand

Instance Segmentation on ADE20K

32.6AP (Mask)MSeg (B)
4.93612.11819.326.482Mar 14, 2023Apr 1, 2023Apr 20, 2023May 8, 2023May 27, 2023Jun 14, 2023Jul 3, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MSeg (B)Training Data (SEG)=true, Training Data (DET)=false, Training Data (ITP)=false, Evaluation Protocol=Supervised, Backbone=Base2023.0332.6————
OpenSeeD (L)Training Data (SEG)=true, Training Data (DET)=true, Training Data (ITP)=false, Evaluation Protocol=Zero-shot, Backbone=Large2023.0315————
HIPIEBackbone=ViT-H2023.0715————
HIPIEBackbone=ViT-H2023.0715————
ODISEBackbone=ViT-H+SD2023.0714.4————
ODISEBackbone=ViT-H+SD2023.0714.4————
OpenSeeD (T)Training Data (SEG)=true, Training Data (DET)=true, Training Data (ITP)=false, Evaluation Protocol=Zero-shot, Backbone=Tiny2023.0314.1————
ODISE (H)Training Data (SEG)=true, Training Data (DET)=false, Training Data (ITP)=true, Evaluation Protocol=Zero-shot, Backbone=Huge2023.0313.9————
X-Decoder (L)Training Data (SEG)=true, Training Data (DET)=false, Training Data (ITP)=true, Evaluation Protocol=Zero-shot, Backbone=Large2023.0313.1————
HIPIEBackbone=RN502023.0713————
HIPIEBackbone=RN502023.0713————
X-DecoderBackbone=DaViT-B2023.0711.7————
X-DecoderBackbone=DaViT-B2023.0711.7————
X-Decoder (T)Training Data (SEG)=true, Training Data (DET)=false, Training Data (ITP)=true, Evaluation Protocol=Zero-shot, Backbone=Tiny2023.039.8————
X-DecoderBackbone=FocalT2023.079.8————
X-DecoderBackbone=FocalT2023.079.8————
MaskCLIP (L)Training Data (SEG)=false, Training Data (DET)=false, Training Data (ITP)=true, Evaluation Protocol=Zero-shot, Backbone=Large2023.036————
MaskCLIPBackbone=ViT162023.076————
MaskCLIPBackbone=ViT162023.076————
DINAT-LFramework=Mask2Former [5], Win. Size=11 x 11, # of Params=220 M, FLOPs=535 G, Pre-trained=ImageNet-22K, Resolution=800x8002022.09—35.416.33955.5
GLIDType=Generalist, Backbone=Swin-B, Data=ImageNet-1K, w/ Labels=false2024.04—30.9———
GLIDType=Generalist, Backbone=Swin-L, Data=ImageNet-1K, w/ Labels=false2024.04—32.5———
Mask2FormerType=Specialist, Backbone=Swin-B2024.04—30.7———
MaskCLIPTrainable Params (M)=354.1 (100%), Total Params (M)=354.12023.12—6.1———
ODISETrainable Params (M)=28.1 (1.85%), Total Params (M)=1522.12023.12—13.9———
OpenSeeDTrainable Params (M)=116.2 (100%), Total Params (M)=116.22023.12—15———
OVCISTrainable Params (M)=28.7 (1.88%), Total Params (M)=1522.72023.12—14.1———
Swin-LFramework=Mask2Former [5], Win. Size=12 x 12, # of Params=216 M, FLOPs=654 G, Pre-trained=ImageNet-22K, Resolution=800x8002022.09—34.916.34054.7
X-DecoderTrainable Params (M)=38.3 (100%), Total Params (M)=38.32023.12—13.1———