Image Classification on Flowers (Accuracy)
99.2AccuracyStableRep
Evaluation Results
| Method | Links | |
|---|---|---|
| StableRepPre-training dataset=RedCaps, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 99.2 | |
| CLIPPre-training dataset=RedCaps, Pre-training data source=Real, Evaluation protocol=Few-shot2023.06 | 99 | |
| DINO-vMFBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.9 | |
| iBOTBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.9 | |
| CapPa L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.06 | 98.9 | |
| DINOBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.8 | |
| iBOT-vMFBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.8 | |
| IsoCLIPIntra-modal=✓, Classifier=NCM, Backbone=ViT-B/16-open2026.03 | 98.8 | |
| Image-ImageIntra-modal=✓, Classifier=NCM, Backbone=ViT-B/16-open2026.03 | 98.6 | |
| Random (DeIT)Backbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98.4 | |
| DeiT-B#Params (M)=86.02025.12 | 98.4 | |
| GrowTAS-S#Params (M)=22.42025.12 | 98.21 | |
| StableRepPre-training Data Source=Synthetic, Evaluation Protocol=5-way, 5-shot2023.06 | 98.2 | |
| StableRepPre-training dataset=CC12M, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 98.2 | |
| CLIPPre-training dataset=RedCaps, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 98.2 | |
| BeITBackbone=ViT-Base/16, Pre-training=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | 98 | |
| AutoFormer-S#Params (M)=22.92025.12 | 97.9 | |
| ViTAE-S#Params (M)=24.02025.12 | 97.8 | |
| PreNAS-S#Params (M)=23.02025.12 | 97.6 | |
| CLIPPre-training Data Source=Real, Evaluation Protocol=5-way, 5-shot2023.06 | 97.6 | |
| CLIPPre-training dataset=CC12M, Pre-training data source=Real, Evaluation protocol=Few-shot2023.06 | 97.6 | |
| DearKD-S#Params (M)=22.02025.12 | 97.4 | |
| CapPaMAP head=true, Grain=Fine, Frozen representation=true2023.06 | 97 | |
| CLIPPre-training Data Source=Synthetic, Evaluation Protocol=5-way, 5-shot2023.06 | 96.9 | |
| CLIPPre-training dataset=CC12M, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 96.9 | |
| CLIP* L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.06 | 96.6 | |
| FLAVAImg-text pairs=70M, Evaluation protocol=Linear probing2022.09 | 96.4 | |
| Partial-LoRAParameter Count=0.32M2025.12 | 95.21 | |
| VeRAParameter Count=0.10M2025.12 | 94.91 | |
| SimCLRPre-training dataset=RedCaps, Pre-training data source=Real, Evaluation protocol=Few-shot2023.06 | 94.8 | |
| Partial-AdaLoRAParameter Count=0.26M2025.12 | 94.62 | |
| AdaLoRAParameter Count=0.67M2025.12 | 94.36 | |
| LoRA+Parameter Count=0.67M2025.12 | 94.35 | |
| SimCLRPre-training dataset=RedCaps, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 94.3 | |
| MMFTModel=ViT, Method=Ours2026.01 | 94.09 | |
| CapMAP head=true, Grain=Fine, Frozen representation=true2023.06 | 94 | |
| FLYPModel=ViT, Method=FLYP2026.01 | 93.77 | |
| DoRAParameter Count=0.77M2025.12 | 93.64 | |
| LoRAParameter Count=0.67M2025.12 | 93.18 | |
| CLIP-ViT-B/16Img-text pairs=400M, Evaluation protocol=Linear probing2022.09 | 93.1 | |
| FLAVAImg-text pairs=14M, Evaluation protocol=Linear probing2022.09 | 92.7 | |
| SimCLRPre-training Data Source=Real, Evaluation Protocol=5-way, 5-shot2023.06 | 92.1 | |
| SimCLRPre-training dataset=CC12M, Pre-training data source=Real, Evaluation protocol=Few-shot2023.06 | 92.1 | |
| Full-FTProjection Type=Baseline, Number of Parameters=7.00M2024.11 | 92.05 | |
| FTProjection Type=Both-Proj, Number of Parameters=5.33M2024.11 | 92 | |
| SimCLRPre-training Data Source=Synthetic, Evaluation Protocol=5-way, 5-shot2023.06 | 92 | |
| SimCLRPre-training dataset=CC12M, Pre-training data source=Syn, Evaluation protocol=Few-shot2023.06 | 92 | |
| FTProjection Type=Out-Proj, Number of Parameters=1.77M2024.11 | 91.45 | |
| FTProjection Type=In-Proj, Number of Parameters=3.56M2024.11 | 91.02 | |
| FTModel=ViT, Method=FT2026.01 | 90.25 | |
| OmniVLImg-text pairs=14M*, Evaluation protocol=Linear probing2022.09 | 89.8 | |
| ViT-L/16#Params (M)=307.02025.12 | 89.7 | |
| ViT-B/16#Params (M)=86.02025.12 | 89.5 | |
| CLIP* (16k)MAP head=true, Grain=Fine, Frozen representation=true2023.06 | 89.5 | |
| BLIPImg-text pairs=14M, Evaluation protocol=Linear probing2022.09 | 88.4 | |
| ProDiaLProjection Type=Both-Proj, Number of Parameters=0.65M2024.11 | 88 | |
| LoRAProjection Type=Both-Proj, Number of Parameters=0.61M2024.11 | 87.32 | |
| StrongProjection Type=Baseline, Number of Parameters=0.94M2024.11 | 86.76 | |
| DoRAProjection Type=Both-Proj, Number of Parameters=0.65M2024.11 | 86.6 | |
| ALBEFImg-text pairs=14M, Evaluation protocol=Linear probing2022.09 | 86.5 | |
| ProDiaLProjection Type=In-Proj, Number of Parameters=0.33M2024.11 | 85.97 | |
| DoRAProjection Type=In-Proj, Number of Parameters=0.41M2024.11 | 85.95 | |
| LoRAProjection Type=In-Proj, Number of Parameters=0.39M2024.11 | 85.71 | |
| CLIP* (8k)MAP head=true, Grain=Fine, Frozen representation=true2023.06 | 85.1 | |
| ZSModel=MLLM, Method=ZS2026.01 | 84.68 | |
| MMFTModel=RN50, Method=Ours2026.01 | 82.88 | |
| FLYPModel=RN50, Method=FLYP2026.01 | 81.92 | |
| ProDiaLProjection Type=Out-Proj, Number of Parameters=0.25M2024.11 | 81.9 | |
| DoRAProjection Type=Out-Proj, Number of Parameters=0.26M2024.11 | 80.97 | |
| LoRAProjection Type=Out-Proj, Number of Parameters=0.24M2024.11 | 80.6 | |
| BitFitProjection Type=Baseline, Number of Parameters=0.06M2024.11 | 78.84 | |
| OpenAI-CLIP VIT-LN=400M, Zero-shot=true2024.09 | 78.7 | |
| DINOv2-ARLN=20M, Zero-shot=true2024.09 | 78.4 | |
| LiT L16LN=112M, Zero-shot=true2024.09 | 76.3 | |
| DINOv2-MpNetN=20M, Zero-shot=true2024.09 | 75.8 | |
| Image-TextIntra-modal=✗, Classifier=Zero-Shot, Backbone=ViT-B/16-open2026.03 | 75.3 | |
| LAION-CLIP VIT-LN=400M, Zero-shot=true2024.09 | 73 | |
| FTModel=RN50, Method=FT2026.01 | 69.29 | |
| METER-CLIP-B/16Img-text pairs=400M+4M, Evaluation protocol=Linear probing2022.09 | 67.1 | |
| Linear ProbingProjection Type=Baseline, Number of Parameters=0.02M2024.11 | 59.9 | |
| ZSModel=ViT, Method=ZS2026.01 | 56.42 | |
| ZSModel=RN50, Method=ZS2026.01 | 56.25 | |
| SynerNetZero-shot=true2026.01 | 49.2 | |
| ZSNLZero-shot=true2026.01 | 48.3 | |
| TransCLIPZero-shot=true2026.01 | 12.7 | |
| OpenCLIPZero-shot=true2026.01 | 9.9 |