Image Classification on EuroSAT (test)
99.7AccuracyIndividuals
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IndividualsBackbone=ViT-B/32, #Params=x8, Merging Strategy=N/A2026.05 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FREE-MergingBackbone=ViT-B/32, #Params=x2.16, Merging Strategy=Dynamic Merging2026.05 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiDi-Merging-MBackbone=ViT-B/32, #Params=x1.4, Merging Strategy=Dynamic Merging2026.05 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EMR-MergingBackbone=ViT-B/32, #Params=x4, Merging Strategy=Dynamic Merging2026.05 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TALL-Mask+TIESBackbone=ViT-B/32, #Params=x2.5, Merging Strategy=Dynamic Merging2026.05 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Twin-MergingBackbone=ViT-B/32, #Params=x2.25, Merging Strategy=Dynamic Merging2026.05 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiDi-Merging-SBackbone=ViT-B/32, #Params=x1.24, Merging Strategy=Dynamic Merging2026.05 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSV-CBackbone=ViT-B/32, #Params=x2.08, Merging Strategy=Dynamic Merging2026.05 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FullBackbone=ViT-Base, # Params=85.8M2024.07 | 99.11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FullBackbone=ViT-Large, # Params=303M2024.07 | 99.06 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoRABackbone=ViT-Large, Rank=r=16, # Params=1.57M2024.07 | 98.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MultitaskBackbone=ViT-B/32, #Params=x1, Merging Strategy=N/A2026.05 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| C3ABackbone=ViT-Base, Config=b=768/12, # Params=0.22M2024.07 | 98.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoRABackbone=ViT-Base, Rank=r=16, # Params=0.59M2024.07 | 98.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RepKANGrid Size=32026.03 | 98.78 | — | — | — | — | — | — | 98.72 | 98.72 | 98.71 | — | — | — | |
| C3ABackbone=ViT-Large, Config=b=1024/16, # Params=0.79M2024.07 | 98.75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cloud-free (Original)Input Type=True cloud-free images2019.12 | 98.66 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RepKANGrid Size=52026.03 | 98.59 | — | — | — | — | — | — | 98.54 | 98.52 | 98.53 | — | — | — | |
| RepKANGrid Size=72026.03 | 98.56 | — | — | — | — | — | — | 98.46 | 98.48 | 98.47 | — | — | — | |
| Expert III (EuroSAT)Seed Model=CLIP ViT-B/162026.05 | 98.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline_CNNInput Channels=13-channel2026.03 | 98.41 | — | — | — | — | — | — | 98.3 | 98.37 | 98.33 | — | — | — | |
| SMILEBackbone=ViT-B/32, #Params=x3.07, Merging Strategy=Dynamic Merging2026.05 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnrestrictedMoESeed Model=CLIP ViT-B/162026.05 | 98.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WEMoEBackbone=ViT-B/32, #Params=x6.27, Merging Strategy=Dynamic Merging2026.05 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnrestrictedMoESeed Model=CLIP ViT-B/322026.05 | 98.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MetaMoESeed Model=CLIP ViT-B/322026.05 | 97.98 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Expert III (EuroSAT)Seed Model=CLIP ViT-B/322026.05 | 97.91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MetaMoESeed Model=CLIP ViT-B/162026.05 | 97.41 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BTMSeed Model=CLIP ViT-B/162026.05 | 97.38 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VPArchitecture=Swin-Transformer (Swin-B)2026.04 | 97.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FlexOlmoSeed Model=CLIP ViT-B/162026.05 | 97.11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FlexOlmoSeed Model=CLIP ViT-B/322026.05 | 96.79 | — | — | — | — | — | — | — | — | — | — | — | — | |
| APArchitecture=Swin-Transformer (Swin-B)2026.04 | 96.45 | — | — | — | — | — | — | — | — | — | — | — | — | |
| APArchitecture=CLIP (ViT-B/32)2026.04 | 96.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WUDI-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VPArchitecture=CLIP (ViT-B/32)2026.04 | 95.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BTMSeed Model=CLIP ViT-B/322026.05 | 95.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSV-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| STGANInput Channels=RGB2019.12 | 93.96 | — | — | — | — | — | — | — | — | — | — | — | — | |
| STGANInput Channels=RGB + IR2019.12 | 93.96 | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HeadBackbone=ViT-Large2024.07 | 92.64 | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpBackbone=ViT-B/16, Shots=16-shots, Context length=42023.03 | 91.54 | 68.27 | — | — | — | — | — | — | — | — | — | — | — | |
| Pix2PixInput Channels=RGB + IR2019.12 | 91.27 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Pix2PixInput Channels=RGB2019.12 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ISO-CTSBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 90.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProGradBackbone=ViT-B/16, Shots=16-shots, Context length=42023.03 | 90.11 | 72.67 | — | — | — | — | — | — | — | — | — | — | — | |
| CAT-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HeadBackbone=ViT-Base2024.07 | 88.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCGANInput Channels=RGB2019.12 | 88.59 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOpBackbone=ViT-B/16, Shots=16-shots, Context length=42023.03 | 87.49 | 71.21 | — | — | — | — | — | — | — | — | — | — | — | |
| KgCoOpBackbone=ViT-B/16, Shots=16-shots, Context length=42023.03 | 85.64 | 73.48 | — | — | — | — | — | — | — | — | — | — | — | |
| HopSgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 84.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProDAshots=162022.05 | 84.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 83.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EXPgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSrandom confusion rate (gamma_c)=0.50, prompting=uni-prompt2026.04 | 83.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 82.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 82.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpshots=162022.05 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSrandom confusion rate (gamma_c)=0.75, prompting=uni-prompt2026.04 | 81.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedKT-CSD (DP)Data Partitioning=α=0.12026.07 | 80.96 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedKT-CSD (DP)Data Partitioning=α=0.052026.07 | 80.74 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Linear Probe CLIPshots=162022.05 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 80.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedKT-CSD (DP)Data Partitioning=Path.2026.07 | 80.46 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProDAshots=82022.05 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 79.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 76.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpshots=82022.05 | 76.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LWCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedSD2CData Partitioning=α=0.12026.07 | 75.83 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProDAshots=42022.05 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BTXSeed Model=CLIP ViT-B/162026.05 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Linear Probe CLIPshots=82022.05 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LWCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSrandom confusion rate (gamma_c)=0.80, prompting=uni-prompt2026.04 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 74.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ModelSoupSeed Model=CLIP ViT-B/162026.05 | 74.14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 74 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EXPgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cloudy (Original)Input Type=True cloudy images2019.12 | 72.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Weight AveragingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 71.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 71.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EXPgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 69.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpshots=42022.05 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProDAshots=22022.05 | 69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedSD2CData Partitioning=α=0.052026.07 | 68.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 68.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 67.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HopSrandom confusion rate (gamma_c)=0.88, prompting=uni-prompt2026.04 | 66.9 | — | — | — | — | — | — | — | — | — | — | — | — |