Image Classification on PET
93.4AccuracyChimeraLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| ChimeraLoRAEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 93.4 | |
| CLIPEvaluation Protocol=Few-shot (Real-only), Shot Count=42026.02 | 93.3 | |
| LoFTEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 92.4 | |
| DataDreamEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 92.2 | |
| Ours (T*cn)Backbone=SwinT, Training Scenario=FT2025.04 | 92.15 | |
| Ours (T*)Backbone=SwinT, Training Scenario=FT2025.04 | 91.71 | |
| Ours (T*csgcn)Backbone=SwinT, Training Scenario=FT2025.04 | 91.63 | |
| IsSynthEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 91.6 | |
| T = sqrt(M)Backbone=SwinT, Training Scenario=FT2025.04 | 91.39 | |
| Insert LNBackbone=SwinT, Training Scenario=FT2025.04 | 91.2 | |
| Ours (T*csg)Backbone=SwinT, Training Scenario=FT2025.04 | 91.14 | |
| Ours (T*csgcn)Backbone=ResNet50, Training Scenario=FT2025.04 | 89.81 | |
| Ours (T*)Backbone=ResNet50, Training Scenario=FT2025.04 | 89.59 | |
| T = 1Backbone=SwinT, Training Scenario=FT2025.04 | 89.4 | |
| Ours (T*cn)Backbone=ResNet50, Training Scenario=FT2025.04 | 89.26 | |
| CLIPEvaluation Protocol=Zero-shot, Shot Count=02026.02 | 89.2 | |
| Ours (T*csg)Backbone=ResNet50, Training Scenario=FT2025.04 | 88.83 | |
| Insert LNBackbone=ResNet50, Training Scenario=FT2025.04 | 88.09 | |
| T = 1Backbone=ResNet50, Training Scenario=FT2025.04 | 87.44 | |
| Ours (T*csg)Backbone=ResNet50, Training Scenario=init2025.04 | 77.49 | |
| LGCLIPBackbone=ViT-L/14, Correction (Manual Calibration)=false2025.12 | 77.43 | |
| T = sqrt(M)Backbone=ResNet50, Training Scenario=FT2025.04 | 77.19 | |
| Ours (T*)Backbone=ResNet50, Training Scenario=init2025.04 | 76.12 | |
| T = sqrt(M)Backbone=ResNet50, Training Scenario=init2025.04 | 76.02 | |
| Ours (T*csgcn)Backbone=ResNet50, Training Scenario=init2025.04 | 75.63 | |
| Ours (T*cn)Backbone=ResNet50, Training Scenario=init2025.04 | 74.03 | |
| CLIPBackbone=ViT-L/14, Correction (Manual Calibration)=false2025.12 | 72.74 | |
| Insert LNBackbone=ResNet50, Training Scenario=init2025.04 | 71.46 | |
| LGCLIPBackbone=ViT-B/16, Correction (Manual Calibration)=false2025.12 | 67.18 | |
| CLIPBackbone=ViT-B/16, Correction (Manual Calibration)=false2025.12 | 65.14 | |
| LGCLIPBackbone=ViT-B/32, Correction (Manual Calibration)=false2025.12 | 63.75 | |
| CLIPBackbone=ViT-B/32, Correction (Manual Calibration)=false2025.12 | 60.26 | |
| LGCLIPBackbone=RN50, Correction (Manual Calibration)=false2025.12 | 57.05 | |
| T = 1Backbone=ResNet50, Training Scenario=init2025.04 | 55.74 | |
| CLIPBackbone=RN50, Correction (Manual Calibration)=false2025.12 | 50.94 |