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ResearchFormerly WizWand

Image Classification on CUB200 (val)

91.99AccuracyViT-B + DenoiseRep
-0.247623.698747.64571.5913Mar 20, 2024Jul 2, 2024Oct 15, 2024Jan 28, 2025May 12, 2025Aug 25, 2025Dec 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ViT-B + DenoiseRepParam=87M, Configuration=+DenoiseRep2024.0691.99
ViT-BParam=87M, Configuration=Baseline2024.0691.78
LogicCBM2025.1281.13
OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.0475.6
VANILLA CBM2025.1275.2
LFCBM2025.1274.29
MLP CBM2025.1272.63
Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.0472.2
SPARSE CBM2025.1270.28
SD-DKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0368.67
SD-NKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0368.37
SemCKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0368.23
SD-KDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0367.32
DKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0367.2
NKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0367.16
ReviewKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0367.1
MGDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0366.89
SemCKDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0366.54
CRDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0366.1
SD-DKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0365.58
SD-NKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0365.5
SD-KDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0365.46
SD-DKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0364.86
POSTHOC CBM2025.1264.65
SD-NKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0364.63
DKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0364.51
KDTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0364.18
ReviewKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0364.12
NKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0364
SemCKDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0363.78
BOOLEAN CBM2025.1263.57
BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.0463.3
SD-DKDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0362.97
SD-NKDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0362.69
CRDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0362.28
SPTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0361.83
KDTeacher=ResNet32x4, Student=ShuffleNetV1, Teacher Acc=66.17, Student Acc=37.282024.0361.68
SD-DKDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0360.66
SD-KDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0360.56
SD-KDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0360.51
SD-NKDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0360.42
VLG-CBM2025.1260.38
DKDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0359.94
NKDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0359.81
SD-KDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0359.8
DKDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0359.21
NKDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0359.11
ReviewKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0358.66
DKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0358.45
NKDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0358.4
CRDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0357.45
CRDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0357.45
KDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0357.21
SemCKDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0357.2
MGDTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0357.12
SemCKDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0356.89
CRDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0356.45
KDTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0356.09
SPTeacher=ResNet50, Student=ShuffleNetV1, Teacher Acc=60.01, Student Acc=37.282024.0355.31
SPTeacher=VGG13, Student=VGG8, Teacher Acc=70.19, Student Acc=46.322024.0354.78
KDTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0353.98
SPTeacher=ResNet32x4, Student=MobileNetV2, Teacher Acc=66.17, Student Acc=40.232024.0348.49
Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.0446
OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.0445.5
SPTeacher=VGG13, Student=MobileNetV2, Teacher Acc=70.19, Student Acc=40.232024.0344.28
BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.043.3