Image Classification on OOD-CV
93cACCCertified circuit
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Certified circuitParadigm=Certified circuit, Scoring Top-K=Relevance, Backbone=ResNet-1012026.02 | 93 | 0.34 | |
| MARICbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.09 | 89.9 | — | |
| Direct Generationbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.09 | 86.2 | — | |
| MARICbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.09 | 81.9 | — | |
| SAVRbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.09 | 81.2 | — | |
| Chain-of-Thought (CoT)backbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.09 | 80.8 | — | |
| Chain-of-Thought (CoT)backbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.09 | 75.2 | — | |
| Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Relevance, Backbone=ResNet-1012026.02 | 74 | 0.4 | |
| Direct Generationbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.09 | 66.5 | — | |
| SAVRbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.09 | 55.5 | — | |
| Certified circuitParadigm=Certified circuit, Scoring Top-K=Activation, Backbone=ResNet-1012026.02 | 53 | 0.27 | |
| Certified circuitParadigm=Certified circuit, Scoring Top-K=Rank, Backbone=ResNet-1012026.02 | 46 | 0.38 | |
| Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Rank, Backbone=ResNet-1012026.02 | 40 | 0.4 | |
| Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Activation, Backbone=ResNet-1012026.02 | 37 | 0.4 | |
| ModelParadigm=Unmodified, Scoring Top-K=–, Backbone=ResNet-1012026.02 | 20 | 1 |