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ResearchFormerly WizWand

Matting on AIM-500 (test)

13.46SADN3
6.328854.4644102.6150.7356Jan 18, 2022May 30, 2022Oct 10, 2022Feb 19, 2023Jul 2, 2023Nov 11, 2023Mar 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
N3AF=true, AFB=true, AC=false2022.0113.460.00979.9812.47
M3+AF=true, Batch Size=64, Iterations=120k2022.0113.680.00919.3613.06
M7+AF=true, AFB=true, AC=true, Batch Size=64, Iterations=120k2022.0113.970.00948.8913.21
N3AF=false, AFB=true, AC=true2022.0114.180.00939.3613.61
N3AF=true, AFB=false, AC=true2022.0114.630.010810.4613.75
N3AF=false, AFB=false, AC=false2022.0116.080.012211.6915.55
N3AF=true, AFB=false, AC=false2022.0116.380.011210.7516
MGMiWGuidance=1 mask per image2024.0316.720.00314.6812.02
DiffMatte-ViTBRefinement steps=10, Backbone=ViT-B, Training dataset=Distinctions-6462023.1216.731.714.7816.35
DiffMatte-ViTBRefinement steps=1, Backbone=ViT-B, Training dataset=Distinctions-6462023.1217.061.7315.3916.87
ViTMatte-BBackbone=ViT-B2023.1217.931.8815.5217.2
IconMattingGuidance=1 mask per group of images2024.0318.650.006215.5110.98
IconMattingtype=in-context matting2024.0318.650.006215.5110.98
VitMatteGuidance=1 trimap per image2024.0318.790.003814.2212.47
FBAOfficial Model=true2022.0119.050.016211.4218.3
DiffMatte-ViTBRefinement steps=1, Backbone=ViT-B, Training dataset=Adobe Image Matting2023.1222.321.914.6322
DiffMatte-ViTBRefinement steps=10, Backbone=ViT-B, Training dataset=Adobe Image Matting2023.1223.572.1414.5823.23
CAOfficial Model=true2022.0126.330.026618.8925.05
SIMOfficial Model=true2022.0127.050.031123.6827.08
IndexNetOfficial Model=true2022.0128.490.028818.1527.95
A2UOfficial Model=true2022.0130.380.030722.630.69
CA+DAOfficial Model=true2022.0132.150.038830.2531
GCAOfficial Model=true2022.0135.10.038925.6735.48
SegGPTtype=in-context segmentation2024.0342.650.039141.9526.69
AIMGuidance=auto2024.0348.090.018347.5821.74
MGMGuidance=1 mask per image2024.0371.910.026823.3721.97
SEEMtype=in-context segmentation2024.03114.230.042574.5174.32
LFGuidance=auto2024.03191.740.066764.51181.26