Fine-Grained Object Recognition on VegFru Fruits & Nuts (test)
76.2FAOriginal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginalArchitecture=InternVL-8B, Source-Free=N/A2026.06 | 76.2 | 70.5 | 61.8 | |
| OriginalArchitecture=LLaVA-1.5-13B, Source-Free=N/A2026.06 | 75.5 | 68.7 | 61.2 | |
| OriginalArchitecture=LLaVA-1.5-7B, Source-Free=N/A2026.06 | 74.2 | 67.9 | 58.2 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 40.8 | 67.9 | — | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 8.8 | 55.1 | 60.2 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 8.5 | 58 | 60 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 6.8 | 54.3 | 60.8 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 5.5 | 56.2 | 58 | |
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 4 | 57 | 60.3 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 3.9 | 68.2 | 61.4 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 3.8 | 54.8 | 58 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.5 | 64.2 | 61.2 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.5 | 65.1 | 61.6 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.2 | 59.8 | 60.6 | |
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 2.6 | 63.5 | 61 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 2.5 | 61.8 | 60.8 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 2.5 | 55.8 | 57.8 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 2.5 | 55.7 | 57.9 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 2.4 | 59 | 61 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 1.5 | 53.5 | 57.8 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 1.5 | 58.3 | 60.4 |