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ResearchFormerly WizWand

Scene Recognition on SUN 397 (test)

83.4Top-1 AccuracyGLA
39.241650.705862.1773.6342Sep 5, 2019Aug 5, 2020Jul 7, 2021Jun 8, 2022May 9, 2023Apr 9, 2024Mar 11, 2025
Updated 6mo ago

Evaluation results

MethodLinks
GLAbackbone=ViT-B/162023.1083.4
WiSE-FTbackbone=ViT-B/162023.1082.9
End-to-end fine-tuningbackbone=ViT-B/162023.1082.4
GLAbackbone=ViT-B/322023.1081.2
WiSE-FTbackbone=ViT-B/322023.1080.8
End-to-end fine-tuningbackbone=ViT-B/322023.1080
Linear probebackbone=ViT-B/162023.1078
Linear probebackbone=ViT-B/322023.1075.6
Ours*Backbone=RGB Branch* + Sem Branch + G-RGB-H, Number of Parameters=~ 85 M2019.0974.04
SDO (9 scales)Backbone=2xVGG-19, Number of Parameters=~ 276 M2019.0973.41
VSADBackbone=2xVGG-19, Number of Parameters=~ 276 M2019.0973
OursBackbone=RGB Branch + Sem Branch + G-RGB-H, Number of Parameters=~ 47 M2019.0971.25
RGB Branch*Backbone=ResNet-50, Number of Parameters=~ 25 M2019.0970.87
RGB BranchBackbone=ResNet-18, Number of Parameters=~ 12 M2019.0967.65
SDO (1 scale)Backbone=2xVGG-19, Number of Parameters=~ 276 M2019.0966.98
ZS_EnEvaluation Protocol=Zero-shot2023.1165.91
Zero-shotbackbone=ViT-B/162023.1064.8
CSBackbone=VGG-19, Number of Parameters=~ 143 M2019.0964.53
CLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot2023.1162.62
Zero-shotbackbone=ViT-B/322023.1062.2
CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2023.1162
ResNet-18Approach=CNN2025.0362
WiGNetApproach=ViG2025.0361
BagNetApproach=CNN2025.0360
Isotropic ViGApproach=ViG2025.0360
Pyramid ViGApproach=ViG2025.0359
CLIPBackbone=RN101, Evaluation Protocol=Zero-shot2023.1158.96
CLIPBackbone=RN50, Evaluation Protocol=Zero-shot2023.1158.53
i-WiViGApproach=Ours2025.0358
Places-CNN ftBackbone=Places-CNN, Number of Parameters=~ 62 M2019.0956.2
Places-CNNBackbone=Places-CNN, Number of Parameters=~ 62 M2019.0954.23
HybridNetBackbone=Places-CNN, Number of Parameters=~ 62 M2019.0953.86
MOP-CNNBackbone=CaffeNet, Number of Parameters=~ 62 M2019.0951.98
Semantic BranchBackbone=4 Conv, Number of Parameters=~ 2.6 M2019.0951.32
DecafBackbone=AlexNet, Number of Parameters=~ 62 M2019.0940.94