Binary Classification on NICO++ Ship vs. Sailboat
84.6AccuracyBAP (LP)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BAP (LP)Backbone=CLIP ConvNeXt-W, Evaluation Protocol=Linear Probing2026.05 | 84.6 | 79.1 | |
| Data-Matched ControlBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Trained Evaluation2026.05 | 84.1 | 59.9 | |
| BAPBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Linear Probing2026.05 | 83 | 72.9 | |
| BAP (ZS)Backbone=CLIP ConvNeXt-W, Evaluation Protocol=Zero-shot2026.05 | 82.4 | 66.8 | |
| Data-Matched ControlBackbone=CLIP ConvNeXt-W, Evaluation Protocol=Linear Probing2026.05 | 82.4 | 74.8 | |
| Native Backbone (LP)Backbone=CLIP ConvNeXt-W, Evaluation Protocol=Linear Probing2026.05 | 79.9 | 69.3 | |
| Native Backbone (ZS)Backbone=CLIP ConvNeXt-W, Evaluation Protocol=Zero-shot2026.05 | 79.4 | 53.7 | |
| DIALBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Zero-Shot2026.05 | 79.3 | 59.8 | |
| DIALBackbone=CLIP ConvNeXt-W, Evaluation Protocol=Zero-shot2026.05 | 78.2 | 61.5 | |
| Native BackboneBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Zero-Shot2026.05 | 77.6 | 55.2 | |
| BAPBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Zero-Shot2026.05 | 77.2 | 58.1 | |
| Native BackboneBackbone=SigLIP 2 ViT-B/16, Evaluation Protocol=Linear Probing2026.05 | 75.5 | 29.9 |