Image Classification on Flowers (test) (Accuracy)
98.7AccuracyDINO-vMF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DINO-vMFBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.7 | — | — | |
| iBOTBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.6 | — | — | |
| DINOBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.5 | — | — | |
| Random (DeIT)Backbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.2 | — | — | |
| CIRCLESBackbone=Gemma3-27B2026.03 | 97.51 | — | — | |
| Expert II (Flowers)Seed Model=CLIP ViT-B/322026.05 | 96.91 | — | — | |
| UnrestrictedMoESeed Model=CLIP ViT-B/322026.05 | 96.43 | — | — | |
| BeITBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 96.4 | — | — | |
| HopSgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 95.7 | — | — | |
| HopSgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 95.7 | — | — | |
| HopSgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 95.7 | — | — | |
| SCEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 95.5 | — | — | |
| HopSgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 95.3 | — | — | |
| SCEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 95 | — | — | |
| SCEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 95 | — | — | |
| HopSgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 95 | — | — | |
| SCEgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 94.6 | — | — | |
| SCEgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 94.2 | — | — | |
| RICESBackbone=Gemma3-27B2026.03 | 93.98 | — | — | |
| SynerNetShots=16-shot2026.01 | 93.8 | — | — | |
| MetaMoESeed Model=CLIP ViT-B/322026.05 | 93.67 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.50, prompting=uni-prompt2026.04 | 93.5 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.80, prompting=uni-prompt2026.04 | 93.2 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.75, prompting=uni-prompt2026.04 | 92.9 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.88, prompting=uni-prompt2026.04 | 92.9 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.90, prompting=uni-prompt2026.04 | 92.5 | — | — | |
| CLIP-AdapterShots=16-shot2026.01 | 91.5 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 91.46 | — | — | |
| FSNLShots=16-shot2026.01 | 91 | — | — | |
| FlexOlmoSeed Model=CLIP ViT-B/322026.05 | 90.62 | — | — | |
| SynerNetShots=8-shot2026.01 | 90.6 | — | — | |
| BaselineModel=SwinT, Memory Budget (B_mem)=31889952, Evaluation Protocol=fine-tuned2025.10 | 90.57 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 90.45 | — | — | |
| CoOpShots=16-shot2026.01 | 90.4 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 90 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 90 | — | — | |
| CCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 89.9 | — | — | |
| MANTIS-LLaMA3-8BProtocol=MTV + 1-shot ICL2024.06 | 89.8 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 89.51 | — | — | |
| VILA-1.5-8BProtocol=MTV + 1-shot ICL2024.06 | 89.3 | — | — | |
| CCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 89.2 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 89.1 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 89.1 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 88.64 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 88.61 | — | — | |
| CLIP-AdapterShots=8-shot2026.01 | 88.6 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 88.6 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 88.52 | — | — | |
| LWCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 87.9 | — | — | |
| CoCoOpShots=16-shot2026.01 | 87.8 | — | — | |
| RCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 87.8 | — | — | |
| CoOpShots=8-shot2026.01 | 87.7 | — | — | |
| MSEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 87.7 | — | — | |
| VILA-1.5-8BProtocol=1-shot ICL2024.06 | 87.4 | — | — | |
| MANTIS-LLaMA3-8BProtocol=1-shot ICL2024.06 | 87.4 | — | — | |
| FSNLShots=8-shot2026.01 | 87.3 | — | — | |
| SynerNetShots=4-shot2026.01 | 85.8 | — | — | |
| CCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 85.2 | — | — | |
| BTMSeed Model=CLIP ViT-B/322026.05 | 85.1 | — | — | |
| LWCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 85 | — | — | |
| RCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 84.8 | — | — | |
| RCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 84.7 | — | — | |
| LWCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 84.6 | — | — | |
| CoCoOpShots=8-shot2026.01 | 84.3 | — | — | |
| CLIP-AdapterShots=4-shot2026.01 | 84.3 | — | — | |
| Idefics2Protocol=MTV + 1-shot ICL2024.06 | 83.8 | — | — | |
| FSNLShots=4-shot2026.01 | 82.9 | — | — | |
| Idefics2Protocol=1-shot ICL2024.06 | 82.8 | — | — | |
| TRaDyModel=MCUNet-in1, Bmem=15 9362025.10 | 82.54 | — | — | |
| HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 82.5 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 82.26 | — | — | |
| HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 82 | — | — | |
| CoOpShots=4-shot2026.01 | 81.5 | — | — | |
| LWCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 81.1 | — | — | |
| RCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 80.8 | — | — | |
| TRaDyModel=MbV2-w0.35, Bmem=27 9462025.10 | 79.57 | — | — | |
| CoCoOpShots=4-shot2026.01 | 79.1 | — | — | |
| MSEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 78.9 | — | — | |
| CCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 78.5 | — | — | |
| MSEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 78.3 | — | — | |
| Qwen-VL-7BProtocol=MTV + 1-shot ICL2024.06 | 78.1 | — | — | |
| CCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 76.7 | — | — | |
| MSEgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 76.6 | — | — | |
| RCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 76.3 | — | — | |
| LWCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 76 | — | — | |
| SynerNetShots=2-shot2026.01 | 75.5 | — | — | |
| HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 75.1 | — | — | |
| BTXSeed Model=CLIP ViT-B/322026.05 | 75.07 | — | — | |
| HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 74 | — | — | |
| HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 73.9 | — | — | |
| FSNLShots=2-shot2026.01 | 72.7 | — | — | |
| MSEgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 70.6 | — | — | |
| ModelSoupSeed Model=CLIP ViT-B/322026.05 | 70.52 | — | — | |
| HopSBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 69.9 | — | — | |
| CLIP-AdapterShots=2-shot2026.01 | 67.4 | — | — | |
| CLEANTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 67.18 | — | — | |
| SynerNetShots=1-shot2026.01 | 66.1 | — | — | |
| LLaVA-1.6-13BProtocol=1-shot ICL2024.06 | 65.58 | — | — | |
| HopSBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 65 | — | — | |
| HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 64.8 | — | — |