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Semantic Segmentation on PASCAL-5i (test)

89.8mIoUSegGPT
53.71263.08172.4581.819Oct 22, 2018Jul 20, 2019Apr 16, 2020Jan 12, 2021Oct 10, 2021Jul 8, 2022Apr 6, 2023

Evaluation results

MethodLinks
SegGPTshot=few-shot, model type=generalist2023.0489.8
FPTransshot=few-shot, model type=specialist, in-domain categories=true2023.0483.2
SegGPTshot=one-shot, model type=generalist2023.0483.2
FPTransshot=few-shot, model type=specialist, in-domain categories=false2023.0478
FPTransshot=one-shot, model type=specialist, in-domain categories=true2023.0477.7
VATshot=few-shot, model type=specialist, in-domain categories=true2023.0476.3
HSNetshot=few-shot, model type=specialist, in-domain categories=true2023.0473.8
VATshot=one-shot, model type=specialist, in-domain categories=true2023.0472.4
VATshot=few-shot, model type=specialist, in-domain categories=false2023.0472
HSNetshot=few-shot, model type=specialist, in-domain categories=false2023.0470.4
FPTransshot=one-shot, model type=specialist, in-domain categories=false2023.0468.8
HSNetshot=one-shot, model type=specialist, in-domain categories=true2023.0468.7
VATshot=one-shot, model type=specialist, in-domain categories=false2023.0467.9
HSNetshot=one-shot, model type=specialist, in-domain categories=false2023.0466.2
SG-OneNumber of shots=five-shot2018.1065.9
Paintershot=few-shot, model type=generalist2023.0464.6
Paintershot=one-shot, model type=generalist2023.0464.5
SG-OneNumber of shots=one-shot2018.1063.1
PL+SEGNumber of shots=five-shot2018.1062.3
PL+SEGNumber of shots=one-shot2018.1061.2
co-FCNNumber of shots=five-shot2018.1060.8
co-FCNNumber of shots=one-shot2018.1060.1
FG-BGNumber of shots=five-shot2018.1055.6
OSLSMNumber of shots=one-shot2018.1055.2
FG-BGNumber of shots=one-shot2018.1055.1