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ResearchFormerly WizWand

Fine-grained Image Classification on Aircrafts (test)

0.8277Top-1 AccBYOL+CVSA
0.8044040.8104520.81650.822548Jun 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
BYOL+CVSAFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8277—
BYOL+DiLoFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8204—
MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.060.8178—
LooC*First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8175—
BYOLFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.060.8173—
Rot-PredFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8158—
InsLocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8154—
Rel-LocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.812—
SimCLRFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.060.8118—
MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8104—
BYOLFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.060.8053—
AdaLNBackbone=ViT-L/162023.03—28.5
BitFitBackbone=ViT-L/162023.03—27.2
Full FTBackbone=ViT-L/162023.03—14.9
In. LPBackbone=ViT-L/162023.03—50.6
In. MLP-3Backbone=ViT-L/162023.03—36.8
InCABackbone=ViT-L/162023.03—15.6
InCA (last)Backbone=ViT-L/162023.03—21.9
LoRABackbone=ViT-L/162023.03—16.6
LPBackbone=ViT-L/162023.03—67.4
MLP-3Backbone=ViT-L/162023.03—47.4
VPTBackbone=ViT-L/162023.03—21.7