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ResearchFormerly WizWand

Image Classification on EuroSAT (Top-1 Accuracy and Delta)

99.3Top-1 AccuracyJACTUS
17.940839.062960.18581.3071Mar 7, 2026Mar 18, 2026Mar 30, 2026Apr 11, 2026Apr 22, 2026May 4, 2026May 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
JACTUSBackbone=ViT-Large, Budget=80%2026.0599.3—
DoRABackbone=ViT-Base, Budget=100%2026.0599.2—
PiSSABackbone=ViT-Base, Budget=100%2026.0599.2—
JACTUSBackbone=ViT-Base, Budget=80%2026.0599.1—
LoRABackbone=ViT-Large, Budget=100%2026.0599—
Fine-tuned (STL)Backbone=CLIP-ViT-B/32, Bit-width=Full-precision, Training=Single-task learning2026.0599—
DoRABackbone=ViT-Large, Budget=100%2026.0598.9—
SVFTBackbone=ViT-Large, Budget=100%2026.0598.8—
SVD-LLM+LoRABackbone=ViT-Large, Budget=80%2026.0598.7—
JACTUSBackbone=ViT-Large, Budget=60%2026.0598.7—
PiSSABackbone=ViT-Large, Budget=100%2026.0598.6—
SVFTBackbone=ViT-Base, Budget=100%2026.0598.5—
JACTUSBackbone=ViT-Base, Budget=60%2026.0598.5—
LoRABackbone=ViT-Base, Budget=100%2026.0598.4—
WUDI-MergingMerging Method=WUDI-Merging, Quantization Method=None, Bit-width=Full-precision, Model Backbone=CLIP-ViT-L/142026.0598.4—
SVD-LLM+LoRABackbone=ViT-Base, Budget=80%2026.0598.3—
WUDI-Merging w/ E-PMQMerging Method=WUDI-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0597.8—
WUDI-Merging w/ GPTQMerging Method=WUDI-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0597.7—
SVD-LLM+LoRABackbone=ViT-Large, Budget=60%2026.0597.5—
WUDI-Merging w/ RTNMerging Method=WUDI-Merging, Quantization Method=RTN, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0597.5—
JACTUSBackbone=ViT-Large, Budget=40%2026.0596—
SVD-LLM+LoRABackbone=ViT-Base, Budget=60%2026.0595.9—
JACTUSBackbone=ViT-Base, Budget=40%2026.0595.4—
WUDI-MergingBackbone=CLIP-ViT-B/32, Merging Strategy=WUDI-Merging, Bit-width=Full-precision2026.0594.6—
SVD-LLM+LoRABackbone=ViT-Large, Budget=40%2026.0593—
WUDI-Merging w/ E-PMQBackbone=CLIP-ViT-B/32, Merging Strategy=WUDI-Merging, Quantization Algorithm=E-PMQ, Bit-width=4-bit2026.0592.9—
WUDI-Merging w/ AWQMerging Method=WUDI-Merging, Quantization Method=AWQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0592.6—
CLIP-LoRA + OursShots=16, Backbone=ViT-B/162026.0392.5—
SVD-LLM+LoRABackbone=ViT-Base, Budget=40%2026.0592.4—
TIES-MergingMerging Method=TIES-Merging, Quantization Method=None, Bit-width=Full-precision, Model Backbone=CLIP-ViT-L/142026.0591.3—
WUDI-Merging w/ GPTQBackbone=CLIP-ViT-B/32, Merging Strategy=WUDI-Merging, Quantization Algorithm=GPTQ, Bit-width=4-bit2026.0590—
Simple AveragingMerging Method=Simple Averaging, Quantization Method=None, Bit-width=Full-precision, Model Backbone=CLIP-ViT-L/142026.0590—
TIES-Merging w/ E-PMQMerging Method=TIES-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0587.8—
Simple Averaging w/ E-PMQMerging Method=Simple Averaging, Quantization Method=E-PMQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0587.4—
Task Arithmetic w/ E-PMQMerging Method=Task Arithmetic, Quantization Method=E-PMQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0587.3—
Simple Averaging w/ GPTQMerging Method=Simple Averaging, Quantization Method=GPTQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0586.5—
Task ArithmeticMerging Method=Task Arithmetic, Quantization Method=None, Bit-width=Full-precision, Model Backbone=CLIP-ViT-L/142026.0586—
TIES-Merging w/ GPTQMerging Method=TIES-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0585.6—
WUDI-Merging w/ RTNBackbone=CLIP-ViT-B/32, Merging Strategy=WUDI-Merging, Quantization Algorithm=RTN, Bit-width=4-bit2026.0585.5—
WUDI-Merging + E-PMQMerging Strategy=WUDI-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0585.44—
TIES-Merging w/ RTNMerging Method=TIES-Merging, Quantization Method=RTN, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0585.2—
BiCLIPShots=16, Base Model=CLIP, Adaptation Method=Bilinear adaptation2026.0385.1336.91
WUDI-Merging w/ AWQBackbone=CLIP-ViT-B/32, Merging Strategy=WUDI-Merging, Quantization Algorithm=AWQ, Bit-width=4-bit2026.0583.9—
Simple Averaging w/ RTNMerging Method=Simple Averaging, Quantization Method=RTN, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0583.2—
Task Arithmetic w/ GPTQMerging Method=Task Arithmetic, Quantization Method=GPTQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0579.7—
WUDI-MergingMerging Strategy=WUDI-Merging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.0578.5—
LDCShots=1, Backbone=ViT-B/162026.0378.4—
CLIP-LoRA + OursShots=1, Backbone=ViT-B/162026.0378.4—
BiSigLIPShots=16, Base Model=SigLIP, Adaptation Method=Bilinear adaptation2026.0377.542.15
Task Arithmetic w/ RTNMerging Method=Task Arithmetic, Quantization Method=RTN, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0577.1—
Simple AveragingBackbone=CLIP-ViT-B/32, Merging Strategy=Simple Averaging, Bit-width=Full-precision2026.0576.9—
TIES-MergingBackbone=CLIP-ViT-B/32, Merging Strategy=TIES-Merging, Bit-width=Full-precision, Lambda=0.32026.0576.8—
Task ArithmeticBackbone=CLIP-ViT-B/32, Merging Strategy=Task Arithmetic, Bit-width=Full-precision, Lambda=0.32026.0576.7—
WUDI-Merging + GPTQMerging Strategy=WUDI-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0575.11—
TIES-Merging w/ AWQMerging Method=TIES-Merging, Quantization Method=AWQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0575—
WUDI-Merging + RTNMerging Strategy=WUDI-Merging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0569.7—
Task Arithmetic w/ GPTQBackbone=CLIP-ViT-B/32, Merging Strategy=Task Arithmetic, Quantization Algorithm=GPTQ, Bit-width=4-bit, Lambda=0.32026.0569.1—
Simple Averaging w/ E-PMQBackbone=CLIP-ViT-B/32, Merging Strategy=Simple Averaging, Quantization Algorithm=E-PMQ, Bit-width=4-bit2026.0568.6—
Simple Averaging w/ GPTQBackbone=CLIP-ViT-B/32, Merging Strategy=Simple Averaging, Quantization Algorithm=GPTQ, Bit-width=4-bit2026.0568—
TIES-Merging w/ GPTQBackbone=CLIP-ViT-B/32, Merging Strategy=TIES-Merging, Quantization Algorithm=GPTQ, Bit-width=4-bit, Lambda=0.32026.0567.7—
Task Arithmetic w/ AWQMerging Method=Task Arithmetic, Quantization Method=AWQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0567.6—
WUDI-Merging + AWQMerging Strategy=WUDI-Merging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0567.26—
TIES-Merging w/ E-PMQBackbone=CLIP-ViT-B/32, Merging Strategy=TIES-Merging, Quantization Algorithm=E-PMQ, Bit-width=4-bit, Lambda=0.32026.0567.2—
Task Arithmetic w/ E-PMQBackbone=CLIP-ViT-B/32, Merging Strategy=Task Arithmetic, Quantization Algorithm=E-PMQ, Bit-width=4-bit, Lambda=0.32026.0566.3—
Simple Averaging w/ AWQMerging Method=Simple Averaging, Quantization Method=AWQ, Bit-width=4-bit, Model Backbone=CLIP-ViT-L/142026.0566—
Task Arithmetic w/ RTNBackbone=CLIP-ViT-B/32, Merging Strategy=Task Arithmetic, Quantization Algorithm=RTN, Bit-width=4-bit, Lambda=0.32026.0562.8—
Simple AveragingMerging Strategy=Simple Averaging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.0560.9—
Simple Averaging + E-PMQMerging Strategy=Simple Averaging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0560.52—
Simple Averaging w/ RTNBackbone=CLIP-ViT-B/32, Merging Strategy=Simple Averaging, Quantization Algorithm=RTN, Bit-width=4-bit2026.0560.2—
TIES-Merging w/ RTNBackbone=CLIP-ViT-B/32, Merging Strategy=TIES-Merging, Quantization Algorithm=RTN, Bit-width=4-bit, Lambda=0.32026.0558.9—
Task Arithmetic w/ AWQBackbone=CLIP-ViT-B/32, Merging Strategy=Task Arithmetic, Quantization Algorithm=AWQ, Bit-width=4-bit, Lambda=0.32026.0558.6—
TIES-Merging + E-PMQMerging Strategy=TIES-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0557.89—
Simple Averaging w/ AWQBackbone=CLIP-ViT-B/32, Merging Strategy=Simple Averaging, Quantization Algorithm=AWQ, Bit-width=4-bit2026.0557.8—
TIES-Merging w/ AWQBackbone=CLIP-ViT-B/32, Merging Strategy=TIES-Merging, Quantization Algorithm=AWQ, Bit-width=4-bit, Lambda=0.32026.0556.6—
Simple Averaging + GPTQMerging Strategy=Simple Averaging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0554.11—
Task Arithmetic + E-PMQMerging Strategy=Task Arithmetic, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0550—
CLIPShots=0, Base Model=CLIP, Adaptation Method=Zero-Shot2026.0348.22—
Simple Averaging + RTNMerging Strategy=Simple Averaging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0546.26—
Pre-trainedBackbone=CLIP-ViT-B/32, Bit-width=Full-precision2026.0546—
TIES-MergingMerging Strategy=TIES-Merging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.0545.1—
Simple Averaging + AWQMerging Strategy=Simple Averaging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0543.7—
TIES-Merging + AWQMerging Strategy=TIES-Merging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0542.89—
TIES-Merging + GPTQMerging Strategy=TIES-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0542.19—
TIES-Merging + RTNMerging Strategy=TIES-Merging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0536.85—
SigLIPShots=0, Base Model=SigLIP, Adaptation Method=Zero-Shot2026.0335.35—
MaPLeShots=1, Backbone=ViT-B/162026.0329.1—
Task ArithmeticMerging Strategy=Task Arithmetic, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.0525.6—
Task Arithmetic + GPTQMerging Strategy=Task Arithmetic, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0523.52—
Task Arithmetic + AWQMerging Strategy=Task Arithmetic, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0523.07—
Task Arithmetic + RTNMerging Strategy=Task Arithmetic, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.0521.07—