Image Retrieval on Aircraft (test)
83.3Recall@1URL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| URLEvaluation protocol=non-episodic retrieval2021.03 | 83.3 | 90.4 | — | — | |
| MDLEvaluation protocol=non-episodic retrieval2021.03 | 80.3 | 87.1 | — | — | |
| FAISS-IVF+PQPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 71.5 | — | 91.8 | 95.8 | |
| FAISS-HNSWPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 70.8 | — | 91.5 | 96.6 | |
| DensePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 70.7 | — | 91.5 | 96.6 | |
| Simple CNAPSEvaluation protocol=non-episodic retrieval2021.03 | 70.5 | 82.5 | — | — | |
| Two-stage BM25-V pipelinePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot, Candidate pool size (K)=2002026.03 | 70.4 | — | 91.4 | 96.5 | |
| Two-stage BM25-V pipelinePre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot, Candidate pool size (K)=1002026.03 | 70.1 | — | 90.8 | 96 | |
| SumEvaluation protocol=non-episodic retrieval2021.03 | 69.7 | 80.7 | — | — | |
| BM25-VPre-training=SAE ImageNet-1K, Evaluation Protocol=zero-shot2026.03 | 52.3 | — | 76.5 | 85.1 | |
| ConcateEvaluation protocol=non-episodic retrieval2021.03 | 44.3 | 58.1 | — | — |