Fine-grained Image Classification on Birds-525 (B)
96.72AccuracyBITS-fixed
Evaluation results
| Method | Links | |
|---|---|---|
| BITS-fixedProtocol=Linear probing, Weight initialization=Self-supervised fine-tuned on target domain2026.02 | 96.72 | |
| BITS-fixedProtocol=Linear probing, Weight initialization=Frozen ImageNet-1k pre-trained weights2026.02 | 95.66 | |
| BITS-resetProtocol=Linear probing, Weight initialization=Self-supervised fine-tuned on target domain2026.02 | 95.35 | |
| SimDINOProtocol=Linear probing, Weight initialization=Frozen ImageNet-1k pre-trained weights2026.02 | 92 | |
| SimDINOProtocol=Linear probing, Weight initialization=Self-supervised fine-tuned on target domain2026.02 | 91.09 | |
| DINOProtocol=Linear probing, Weight initialization=Frozen ImageNet-1k pre-trained weights2026.02 | 87.05 | |
| BITS-resetProtocol=Linear probing, Weight initialization=Frozen ImageNet-1k pre-trained weights2026.02 | 84.15 | |
| DINOProtocol=Linear probing, Weight initialization=Self-supervised fine-tuned on target domain2026.02 | 77.52 | |
| MetaCLIP-LBackbone=ViT-L-14, Pre-training=MetaCLIP-cc, Evaluation Protocol=Zero-shot2024.06 | 0.701 | |
| BioCLIP-BBackbone=ViT-B-16, Pre-training=BioCLIP, Evaluation Protocol=Zero-shot2024.06 | 0.687 | |
| BT-Clip-BBackbone=ViT-B-16, Pre-training=Fine-tuned from BioCLIP-B, Evaluation Protocol=Fine-tuned2024.06 | 0.571 | |
| OpenAI-BBackbone=ViT-B-16, Pre-training=OpenAI, Evaluation Protocol=Zero-shot2024.06 | 0.5 | |
| BT-Clip-OBackbone=ViT-B-16, Pre-training=Fine-tuned from OpenAI-B, Evaluation Protocol=Fine-tuned2024.06 | 0.478 | |
| BT-Clip-MBackbone=ViT-L-14, Pre-training=Fine-tuned from MetaCLIP-L, Evaluation Protocol=Fine-tuned2024.06 | 0.425 |