Fine-grained retrieval on Flowers-102 (test)
99.1Recall@1Two-stage BM25-V pipeline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Two-stage BM25-V pipelinePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot, Candidate pool size (K)=2002026.03 | 99.1 | 99.7 | 99.8 | |
| Two-stage BM25-V pipelinePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot, Candidate pool size (K)=1002026.03 | 99 | 99.7 | 99.8 | |
| DensePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 98.9 | 99.7 | 99.8 | |
| FAISS-HNSWPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 98.9 | 99.7 | 99.8 | |
| BM25-VPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 95.4 | 98.6 | 99.3 | |
| FAISS-IVF+PQPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 94.1 | 95.6 | 95.8 |