Hierarchical Relationship Prediction on ImageNet Instruments
90.58Avg F1 ScoreTASK2BOX
Evaluation results
| Method | Links | |
|---|---|---|
| TASK2BOXBox Dimension=5D, Input Representation=CLIP2024.03 | 90.58 | |
| TASK2BOXBox Dimension=5D, Input Representation=[μ, σ²] CLIP2024.03 | 88.48 | |
| TASK2BOXBox Dimension=3D, Input Representation=CLIP2024.03 | 83.12 | |
| TASK2BOXBox Dimension=3D, Input Representation=[μ, σ²] CLIP2024.03 | 82.79 | |
| TASK2BOXBox Dimension=5D, Input Representation=FIM2024.03 | 64.91 | |
| TASK2BOXBox Dimension=2D, Input Representation=[μ, σ²] CLIP2024.03 | 63.33 | |
| TASK2BOXBox Dimension=2D, Input Representation=CLIP2024.03 | 62.72 | |
| MLP ClassifierInput Representation=[μ, σ²] CLIP2024.03 | 60.43 | |
| TASK2BOXBox Dimension=3D, Input Representation=FIM2024.03 | 58.16 | |
| MLP ClassifierInput Representation=CLIP2024.03 | 54.2 | |
| MLP ClassifierInput Representation=FIM2024.03 | 44.85 | |
| TASK2BOXBox Dimension=2D, Input Representation=FIM2024.03 | 31.32 | |
| Linear ClassifierInput Representation=FIM2024.03 | 25.46 | |
| KL DivergenceInput Representation=FIM2024.03 | 9.9 | |
| Linear ClassifierInput Representation=CLIP2024.03 | 9.84 | |
| Linear ClassifierInput Representation=[μ, σ²] CLIP2024.03 | 8.33 | |
| Asymmetric EuclideanInput Representation=FIM2024.03 | 7.16 | |
| Asymmetric CosineInput Representation=FIM2024.03 | 6.92 | |
| KL DivergenceInput Representation=[μ, σ²] CLIP2024.03 | 5.53 | |
| Asymmetric CosineInput Representation=CLIP2024.03 | 4.28 | |
| Asymmetric CosineInput Representation=[μ, σ²] CLIP2024.03 | 4.28 | |
| Asymmetric EuclideanInput Representation=CLIP2024.03 | 3.73 | |
| Asymmetric EuclideanInput Representation=[μ, σ²] CLIP2024.03 | 3.73 | |
| RandomInput Representation=FIM2024.03 | 3.64 |