List your company
ResearchFormerly WizWand

Classification on VOC 2007

95AccuracyDREAM
44.45657.57870.783.822Jun 13, 2020May 27, 2021May 10, 2022Apr 23, 2023Apr 5, 2024Mar 19, 2025Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DREAMWay=5, Shot=52026.0395—
BYOLArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned2020.0685.4—
Supervised-INArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned2020.0685—
SupervisedProtocol=Many-Shot classification, Pre-training=ImageNet2021.1284.76—
BASIC-LBackbone=BASIC-L2021.1184.6—
SimCLR (repro)Architecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned2020.0684.5—
CLIPBackbone=ViT-L/14-3362021.1184.3—
BASIC-MBackbone=BASIC-M2021.1184.2—
SimCLRArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned2020.0684.1—
CLIPBackbone=ViT-B/162021.1183.9—
BASIC-SBackbone=BASIC-S2021.1183.4—
MMCLProtocol=Many-Shot classification, Pre-training=ImageNet2021.1282.83—
Supervised-INArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Linear evaluation2020.0682.8—
BYOLArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Linear evaluation2020.0682.5—
PCL-v2Protocol=Many-Shot classification, Pre-training=ImageNet2021.1282.2—
CLIPBackbone=ResNet-502021.1182.1—
PCL-v1Protocol=Many-Shot classification, Pre-training=ImageNet2021.1282.08—
SimCLR (repro)Architecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Linear evaluation2020.0681.4—
SimCLRArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Linear evaluation2020.0680.5—
MoCHiProtocol=Many-Shot classification, Pre-training=ImageNet2021.1279.73—
CLIPWay=5, Shot=52026.0379.6—
MoCo-v2Protocol=Many-Shot classification, Pre-training=ImageNet2021.1279.34—
MoCoProtocol=Many-Shot classification, Pre-training=ImageNet2021.1274.61—
InsDisProtocol=Many-Shot classification, Pre-training=ImageNet2021.1271.9—
Random initArchitecture=ResNet-50, Pre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned2020.0667.3—
REPAWay=5, Shot=52026.0361.2—
xCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1052.2—
nCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1051.4—
FLUIDWay=5, Shot=52026.0347.9—
MARWay=5, Shot=52026.0347.2—
CLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1046.4—
A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03—51.1
CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03—50.5
CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03—37.3
CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.03—50
CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.03—55.1
CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.03—48
CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.03—47.1
CLIP-ResNet-50x64Backbone=ResNet-50x64, Evaluation Protocol=Zero-shot2021.11—83.8
CLIP-ResNet-50x64Evaluation Protocol=Linear Probing2021.11—88.9
CLIP-ViT-L/14Backbone=ViT-L/14, Resolution=336px, Evaluation Protocol=Zero-shot2021.11—84.3
CLIP-ViT-L/14Resolution=336px, Evaluation Protocol=Linear Probing2021.11—89.9
E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03—43.6
EfficientNet-L2Resolution=800px, Evaluation Protocol=Linear Probing2021.11—89.4
FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03—26.6
FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03—46.6
Florence-CoSwin-HBackbone=CoSwin-H, Resolution=384px, Evaluation Protocol=Zero-shot2021.11—85.5
Florence-CoSwin-HResolution=384px, Backbone=CoSwin-H, Evaluation Protocol=Linear Probing2021.11—90.5
ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03—38.3
ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03—27.1
ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03—38.1
ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03—22.5
SimCLRv2Backbone=ResNet-152x3, Evaluation Protocol=Linear Probing2021.11—86.7
ViT-L/16Resolution=384px, Evaluation Protocol=Linear Probing2021.11—86.1