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ResearchFormerly WizWand

Fine-grained Image Classification on CUB

91.81Top-1 AccSLAD
31.271646.988362.70578.4217Jun 30, 2021Apr 29, 2022Feb 27, 2023Dec 27, 2023Oct 26, 2024Aug 25, 2025Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SLADStudent=ViT-B, Teacher=ViT-L2026.0591.81
LoRAStudent=ViT-B, Teacher=ViT-L2026.0591.41
Probing*Student=ViT-B, Teacher=ViT-L2026.0590.61
SLADStudent=ViT-S, Teacher=ViT-B2026.0590.54
SLADStudent=ViT-S, Teacher=ViT-L2026.0590.44
LoRAStudent=ViT-S, Teacher=ViT-L2026.0590.04
LoRAStudent=ViT-S, Teacher=ViT-B2026.0590.01
Probing*Student=ViT-S, Teacher=ViT-B2026.0589.8
ProbingStudent=ViT-S, Teacher=ViT-L2026.0589.7
Probing*Student=ViT-S, Teacher=ViT-L2026.0589.61
MPO2025.1078.6
w/ LaViDStudent=MNV2, Teacher=QN+R502026.0675.62
LSStudent=MNV2, Teacher=RN-502026.0673.03
LaViDStudent=MNV2, Teacher=Qwen2026.0672.52
w/ LaViDStudent=RN-18, Teacher=QN+R502026.0672.46
MaKDStudent=MNV2, Teacher=InternVL2026.0672.1
CRDStudent=MNV2, Teacher=LLaVA2026.0671.96
w/ LaViDStudent=SNV2, Teacher=QN+R502026.0671.78
PE22025.1071.6
SEE2025.1071.6
MLKDStudent=MNV2, Teacher=RN-502026.0671.3
LSStudent=RN-18, Teacher=RN-502026.0670.42
LSStudent=SNV2, Teacher=RN-502026.0670.27
LaViDStudent=RN-18, Teacher=Qwen2026.0670.15
ProTeGi2025.1070
FitNetStudent=MNV2, Teacher=LLaVA2026.0670
DKDStudent=MNV2, Teacher=RN-502026.0669.92
KDStudent=MNV2, Teacher=RN-502026.0669.89
Ind StudentStudent=MNV2, Teacher=None2026.0669.69
CRDStudent=RN-18, Teacher=LLaVA2026.0669.47
MLKDStudent=SNV2, Teacher=RN-502026.0669.3
DSeq-JEPAArch.=ViT-H/16448, Epochs=300, View Data Augmentation=false2025.1168.9
MLKDStudent=RN-18, Teacher=RN-502026.0668.76
LaViDStudent=SNV2, Teacher=Qwen2026.0668.53
MaKDStudent=SNV2, Teacher=InternVL2026.0668.33
DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.1168.3
MaKDStudent=RN-18, Teacher=InternVL2026.0668.19
CRDStudent=SNV2, Teacher=LLaVA2026.0668.17
DKDStudent=SNV2, Teacher=RN-502026.0668.11
DSeq-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.1168.1
RKDStudent=MNV2, Teacher=RN-502026.0667.87
iBOTArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.1167.7
DKDStudent=RN-18, Teacher=RN-502026.0667.67
APE2025.1067.3
I-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.1166.9
BYOL+CVSABackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0666.88
Rot-PredBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0666.67
DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.1166.5
LooC*Backbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0666.42
DSeq-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.1166.2
BYOL+DiLoBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0666.16
Rel-LocBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0665.89
C-JEPAArch.=ViT-L/16, Epochs=600, View Data Augmentation=false2025.1165.8
KDStudent=SNV2, Teacher=RN-502026.0665.59
I-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.1165.3
Ind StudentStudent=SNV2, Teacher=None2026.0665.26
C-JEPAArch.=ViT-B/16, Epochs=600, View Data Augmentation=false2025.1164.9
InsLocBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0664.87
BYOLBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0664.85
FitNetStudent=SNV2, Teacher=LLaVA2026.0664.82
KDStudent=RN-18, Teacher=RN-502026.0664.76
SimCLRBackbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0663.43
MAEArch.=ViT-L/16, Epochs=1600, View Data Augmentation=false2025.1163.4
MoCo.v2Backbone=ResNet-50, Pre-training Setting=Second-stage only (800 epochs), Evaluation Protocol=Fine-tuned2021.0663.21
Ind StudentStudent=RN-18, Teacher=None2026.0663.07
FitNetStudent=RN-18, Teacher=LLaVA2026.0662.95
RKDStudent=RN-18, Teacher=RN-502026.0661.7
RKDStudent=SNV2, Teacher=RN-502026.0660.99
MAEArch.=ViT-B/16, Epochs=1600, View Data Augmentation=false2025.1159.8
OPRO2025.1059.7
EvoPrompt2025.1059.6
3-Shotshots=32025.1058.8
RandomBackbone=ResNet-50, Pre-training Setting=Random initialization, Evaluation Protocol=Fine-tuned2021.0658.51
5-Shotshots=52025.1058.1
1-Shotshots=12025.1054.7
CoTprompting=Chain-of-Thought2025.1049
Human2025.1047.9
DINOArch.=ViT-B/16, Epochs=1600, View Data Augmentation=true2025.1133.6