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ResearchFormerly WizWand

Few-shot Semantic Segmentation on FSS-1000 (test)

90.6mIoUVAT
69.48874.96980.4585.931Mar 9, 2020Jul 31, 2020Dec 22, 2020May 16, 2021Oct 7, 2021Feb 28, 2022Jul 23, 2022
Updated 8mo ago

Evaluation results

MethodLinks
VATBackbone=ResNet101, n-shot=5-shot2021.1290.6——
VATBackbone=ResNet50, n-shot=5-shot2021.1290.3——
VATBackbone=ResNet101, n-shot=1-shot2021.1290——
VATBackbone=ResNet50, n-shot=1-shot2021.1289.5——
SSP refineShot=5-shot2022.0788.6——
HSNetBackbone network=ResNet101, k-shot=5-shot2021.0488.5——
HSNetBackbone=ResNet101, n-shot=5-shot2021.1288.5——
SSPShot=5-shot2022.0788.2——
DANShots=5-shot, Backbone=ResNet-1012020.0388.1——
DANBackbone network=ResNet101, k-shot=5-shot2021.0488.1——
DANBackbone=ResNet101, n-shot=5-shot2021.1288.1——
DANShot=5-shot, Publication=ECCV'202022.0788.1——
HSNetBackbone network=ResNet50, k-shot=5-shot2021.0487.8——
HSNetBackbone=ResNet50, n-shot=5-shot2021.1287.8——
SSP refineShot=1-shot2022.0787.3——
SSPShot=1-shot2022.0786.9——
HSNetBackbone network=ResNet101, k-shot=1-shot2021.0486.5——
HSNetBackbone=ResNet101, n-shot=1-shot2021.1286.5——
HSNetBackbone network=VGG16, k-shot=5-shot2021.0485.8——
HSNetBackbone network=ResNet50, k-shot=1-shot2021.0485.5——
HSNetBackbone=ResNet50, n-shot=1-shot2021.1285.5——
DANShots=1-shot, Backbone=ResNet-1012020.0385.2——
DANBackbone network=ResNet101, k-shot=1-shot2021.0485.2——
DANBackbone=ResNet101, n-shot=1-shot2021.1285.2——
DANShot=1-shot, Publication=ECCV'202022.0785.2——
FSOTBackbone=ResNet50, n-shot=5-shot2021.1283.8——
Baseline+DoG+BConvLSTM (param)Shots=5-shot, Backbone=VGG, Fusion strategy=parametric2020.0383.4——
DoG-LSTMBackbone network=VGG16, k-shot=5-shot2021.0483.4——
DOG-LSTMShot=5-shot, Publication=WACV'212022.0783.4——
FSOTBackbone=ResNet50, n-shot=1-shot2021.1282.5——
HSNetBackbone network=VGG16, k-shot=1-shot2021.0482.3——
FOMAML+regularization+UHOShots=5-shot, Backbone=VGG2020.0382.2——
Baseline+DoG+BConvLSTM (non-param)Shots=5-shot, Backbone=VGG, Fusion strategy=non-parametric2020.0381.7——
Baseline+DoG+BConvLSTMShots=1-shot, Backbone=VGG2020.0380.8——
DoG-LSTMBackbone network=VGG16, k-shot=1-shot2021.0480.8——
DOG-LSTMShot=1-shot, Publication=WACV'212022.0780.8——
FOMAML+regularizationShots=5-shot, Backbone=VGG2020.0380.6——
FSS-1000Shots=5-shot, Backbone=VGG2020.0380.1——
FSSBackbone network=VGG16, k-shot=5-shot2021.0480.1——
FSSShot=5-shot, Publication=CVPR'202022.0780.1——
Baseline+DoGShots=1-shot, Backbone=VGG2020.0378.7——
FOMAMLShots=1-shot, Backbone=VGG2020.0375.2——
co-FCNShots=5-shot, Backbone=VGG2020.0374.3——
GNetBackbone network=VGG16, k-shot=5-shot2021.0474.3——
GNetShot=5-shot, Publication=Arxiv'182022.0774.3——
BaselineShots=1-shot, Backbone=VGG2020.0374.2——
FSS-1000Shots=1-shot, Backbone=VGG2020.0373.5——
FSSBackbone network=VGG16, k-shot=1-shot2021.0473.5——
FSSShot=1-shot, Publication=CVPR'202022.0773.5——
OSLSMShots=5-shot, Backbone=VGG2020.0373——
OSLSMBackbone network=VGG16, k-shot=5-shot2021.0473——
OSLSMShot=5-shot, Publication=BMVC'172022.0773——
co-FCNShots=1-shot, Backbone=VGG2020.0371.9——
GNetBackbone network=VGG16, k-shot=1-shot2021.0471.9——
GNetShot=1-shot, Publication=Arxiv'182022.0771.9——
OSLSMShots=1-shot, Backbone=VGG2020.0370.3——
OSLSMBackbone network=VGG16, k-shot=1-shot2021.0470.3——
OSLSMShot=1-shot, Publication=BMVC'172022.0770.3——
co-FCNSetting=With Annotation2023.07—71.974.2
DANSetting=With Annotation2023.07—85.287.1
DoGSetting=With Annotation2023.07—80.883.3
FSS baselineSetting=Without Annotation2023.07—65.367.9
FSS-1000Setting=With Annotation2023.07—73.480.1
HSNetSetting=With Annotation2023.07—85.587.8
HSNetSetting=Without Annotation2023.07—84.386.1
MemoryFSSSetting=With Annotation2023.07—8385.7
OSLSMSetting=With Annotation2023.07—70.273
PFENetSetting=With Annotation2023.07—80.881.4
Proposed MethodSetting=With Annotation2023.07—85.787.9
Proposed MethodSetting=Without Annotation2023.07—8586.8