Object Detection on Pascal-5i 2010 (Novel Split 1)
85.8nAP50FSOD-VFM-L
Evaluation Results
| Method | Links | |
|---|---|---|
| FSOD-VFM-LF.T. Novel=false, Shots=102026.02 | 85.8 | |
| FSOD-VFM-BF.T. Novel=false, Shots=102026.02 | 84.9 | |
| FSOD-VFM-BF.T. Novel=false, Shots=12026.02 | 81.2 | |
| FSOD-VFM-LF.T. Novel=false, Shots=12026.02 | 77.5 | |
| No-Time-To-TrainF.T. Novel=false, Shots=12026.02 | 70.8 | |
| NIFFF.T. Novel=true, Shots=52026.02 | 70.3 | |
| NIFFF.T. Novel=true, Shots=102026.02 | 68.8 | |
| NIFFF.T. Novel=true, Shots=32026.02 | 68 | |
| NIFFF.T. Novel=true, Shots=22026.02 | 67.2 | |
| CrossTransformerF.T. Novel=true, Shots=102026.02 | 67.1 | |
| Meta Faster R-CNNF.T. Novel=true, Shots=52026.02 | 66.1 | |
| LVCF.T. Novel=true, Shots=102026.02 | 65.7 | |
| Meta Faster R-CNNF.T. Novel=true, Shots=102026.02 | 65.4 | |
| HeteroGraphF.T. Novel=true, Shots=102026.02 | 63.4 | |
| CrossTransformerF.T. Novel=true, Shots=52026.02 | 63.2 | |
| LVCF.T. Novel=true, Shots=52026.02 | 63.2 | |
| NIFFF.T. Novel=true, Shots=12026.02 | 62.8 | |
| HeteroGraphF.T. Novel=true, Shots=52026.02 | 62.6 | |
| DiGeoF.T. Novel=true, Shots=102026.02 | 61.5 | |
| Meta Faster R-CNNF.T. Novel=true, Shots=32026.02 | 60.6 | |
| LVCF.T. Novel=true, Shots=32026.02 | 58.8 | |
| DiGeoF.T. Novel=true, Shots=52026.02 | 58.6 | |
| CrossTransformerF.T. Novel=true, Shots=32026.02 | 57.9 | |
| CrossTransformerF.T. Novel=true, Shots=22026.02 | 57.1 | |
| DE-ViTF.T. Novel=false, Backbone=ViT-B/14, Shots=12026.02 | 56.9 | |
| Retentive RCNNF.T. Novel=true, Shots=102026.02 | 56.1 | |
| TFAF.T. Novel=true, Shots=102026.02 | 56 | |
| TFAF.T. Novel=true, Shots=52026.02 | 55.7 | |
| HeteroGraphF.T. Novel=true, Shots=32026.02 | 55.7 | |
| DE-ViTF.T. Novel=false, Backbone=ViT-L/14, Shots=12026.02 | 55.4 | |
| Meta Faster R-CNNF.T. Novel=true, Shots=22026.02 | 54.5 | |
| LVCF.T. Novel=true, Shots=12026.02 | 54.5 | |
| Retentive RCNNF.T. Novel=true, Shots=52026.02 | 53.7 | |
| LVCF.T. Novel=true, Shots=22026.02 | 53.2 | |
| HeteroGraphF.T. Novel=true, Shots=22026.02 | 51.9 | |
| CrossTransformerF.T. Novel=true, Shots=12026.02 | 49.9 | |
| DiGeoF.T. Novel=true, Shots=32026.02 | 48.5 | |
| DE-ViTF.T. Novel=false, Backbone=ViT-S/14, Shots=12026.02 | 47.5 | |
| Retentive RCNNF.T. Novel=true, Shots=32026.02 | 45.9 | |
| Retentive RCNNF.T. Novel=true, Shots=22026.02 | 45.8 | |
| TFAF.T. Novel=true, Shots=32026.02 | 44.7 | |
| Meta Faster R-CNNF.T. Novel=true, Shots=12026.02 | 43 | |
| Retentive RCNNF.T. Novel=true, Shots=12026.02 | 42.4 | |
| HeteroGraphF.T. Novel=true, Shots=12026.02 | 42.4 | |
| FsDetViewF.T. Novel=true, Shots=102026.02 | 42.3 | |
| TFAF.T. Novel=true, Shots=12026.02 | 39.8 | |
| DiGeoF.T. Novel=true, Shots=22026.02 | 39.4 | |
| DiGeoF.T. Novel=true, Shots=12026.02 | 37.9 | |
| Multi-Relation DetF.T. Novel=false, Shots=12026.02 | 37.8 | |
| FsDetViewF.T. Novel=true, Shots=32026.02 | 37.4 | |
| FsDetViewF.T. Novel=true, Shots=52026.02 | 36.1 | |
| TFAF.T. Novel=true, Shots=22026.02 | 36.1 | |
| FsDetViewF.T. Novel=true, Shots=12026.02 | 25.4 | |
| FsDetViewF.T. Novel=true, Shots=22026.02 | 20.4 |