List your company
ResearchFormerly WizWand

Image Classification on Birds

95.2AccuracySaliencyDecor
3.26427.1325174.868Apr 23, 2023Oct 23, 2023Apr 24, 2024Oct 24, 2024Apr 26, 2025Oct 26, 2025Apr 28, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SaliencyDecorBackbone=CNN / ResNet2026.0495.2
SGTBackbone=CNN / ResNet2026.0494.3
BaselineBackbone=CNN / ResNet2026.0493.6
iSICEBackbone=Swin-B2023.0488.3
iSQRT-COVBackbone=Swin-B2023.0488
Precision ΩBackbone=Swin-B2023.0487.7
iSICEBackbone=ResNeXt-1012023.0487.2
iSICEBackbone=ConvNext-T2023.0486.7
CapPa L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.0686.7
iSICEBackbone=VGG-192023.0486.6
iSICEBackbone=ResNet-1012023.0486.6
iSICEBackbone=VGG-162023.0486.5
iSICEBackbone=Swin-T2023.0486.5
KPBackbone=VGG-162023.0486.2
iSQRT-COVBackbone=ResNeXt-1012023.0486.2
TKPFBackbone=VGG-162023.0486
DeepCOV-ResNetBackbone=ResNet-502023.0486
iSICEBackbone=ResNet-502023.0485.9
Improved BCNNBackbone=VGG-162023.0485.8
RUNBackbone=VGG-162023.0485.7
TKPFBackbone=ResNet-502023.0485.7
FCBNBackbone=VGG-162023.0485.5
DeepCOVBackbone=VGG-162023.0485.4
HIHCABackbone=VGG-162023.0485.3
iSQRT-COVBackbone=Swin-T2023.0485.1
CLIP* L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.0685
Precision ΩBackbone=Swin-T2023.0484.9
DeepKSPDBackbone=VGG-162023.0484.8
KPBackbone=ResNet-502023.0484.7
Precision ΩBackbone=ResNet-502023.0484.7
Precision ΩBackbone=ResNeXt-1012023.0484.6
ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.0384.6
iSQRT-COVBackbone=VGG-162023.0484.5
iSQRT-COVBackbone=ResNet-1012023.0484.4
CBPBackbone=VGG-162023.0484.3
iSQRT-COVBackbone=ResNet-502023.0484.3
LRBPBackbone=VGG-162023.0484.2
iSQRT-COVBackbone=VGG-192023.0484.1
BCNNBackbone=VGG-162023.0484
Precision ΩBackbone=ConvNext-T2023.0483.7
iSQRT-COVBackbone=ConvNext-T2023.0483.5
Precision ΩBackbone=VGG-162023.0483.4
Precision ΩBackbone=ResNet-1012023.0483.3
Precision ΩBackbone=VGG-192023.0483.2
MPN-COVBackbone=VGG-162023.0482.9
NetVLADBackbone=VGG-162023.0481.6
CBPBackbone=ResNet-502023.0481.6
NetFVBackbone=VGG-162023.0479.9
CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.0379.1
CLIP* (16k)MAP head=true, Grain=Fine, Frozen representation=true2023.0678.1
CRISPCompression=CRISP (ours), PEFT=–2026.0377.5
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.0377.1
CLIP* (8k)MAP head=true, Grain=Fine, Frozen representation=true2023.0676.9
DGMRCompression=DGMR [67], PEFT=SSF [39]2026.0376.8
CapMAP head=true, Grain=Fine, Frozen representation=true2023.0676.3
DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.0375.5
RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.0374.9
DGMRCompression=DGMR [67], PEFT=–2026.0374.3
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.0374.2
DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.0374.2
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.0373.4
RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.0372.6
RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.0372.6
RECASTCompression=RECAST [71], PEFT=–2026.0371
RDHPAccuracy=71.0, Compression=RDHP [84], PEFT=SSF [39]2026.0371
BALFCompression=BALF [21], PEFT=–2026.0370.3
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.0370
WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.0369.9
WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.0365
RDHPCompression=RDHP [84], PEFT=–2026.0361.7
SVDCompression=SVD, PEFT=Eigenvalues2026.0358.5
CapPaMAP head=true, Grain=Fine, Frozen representation=true2023.0654.2
WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.0345.6
SVDCompression=SVD, PEFT=–2026.0339.3
WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.036.8