Fine-grained Image Classification on Crowd Activity
0.83CC ScoreKnowledge Mining with Scene Text
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Knowledge Mining with Scene Text2022.03 | 0.83 | 0.985 | 0.888 | 0.861 | 0.605 | 0.894 | 0.957 | 0.891 | 0.94 | 0.945 | 0.782 | 0.924 | 0.924 | 0.896 | 0.954 | 0.83 | 0.821 | 0.847 | 0.901 | 0.737 | 0.981 | 0.875 | |
| ViT2022.03 | 0.76 | 0.987 | 0.811 | 0.836 | 0.571 | 0.853 | 0.935 | 0.847 | 0.93 | 0.886 | 0.736 | 0.736 | 0.715 | 0.788 | 0.857 | 0.756 | 0.746 | 0.758 | 0.843 | 0.6 | 0.91 | 0.803 | |
| Mafla et al. [23]2022.03 | 0.723 | 0.875 | 0.781 | 0.807 | 0.503 | 0.916 | 0.865 | 0.811 | 0.73 | 0.891 | 0.626 | 0.874 | 0.792 | 0.865 | 0.856 | 0.755 | 0.791 | 0.731 | 0.803 | 0.679 | 0.97 | 0.792 | |
| KnowBert2022.03 | 0.628 | 0.563 | 0.553 | 0.595 | 0.514 | 0.541 | 0.703 | 0.461 | 0.548 | 0.459 | 0.458 | 0.899 | 0.792 | 0.785 | 0.781 | 0.728 | 0.738 | 0.67 | 0.772 | 0.642 | 0.749 | 0.647 | |
| Mafla et al. [22]2022.03 | 0.6 | 0.909 | 0.756 | 0.764 | 0.494 | 0.89 | 0.864 | 0.835 | 0.79 | 0.942 | 0.671 | 0.831 | 0.762 | 0.824 | 0.887 | 0.655 | 0.724 | 0.714 | 0.747 | 0.677 | 0.955 | 0.776 | |
| R1522022.03 | 0.596 | 0.925 | 0.704 | 0.711 | 0.484 | 0.887 | 0.896 | 0.805 | 0.832 | 0.864 | 0.688 | 0.685 | 0.624 | 0.743 | 0.847 | 0.506 | 0.596 | 0.565 | 0.688 | 0.482 | 0.91 | 0.716 | |
| fastText2022.03 | 0.583 | 0.469 | 0.553 | 0.56 | 0.334 | 0.461 | 0.596 | 0.317 | 0.52 | 0.479 | 0.271 | 0.872 | 0.827 | 0.767 | 0.789 | 0.576 | 0.696 | 0.698 | 0.73 | 0.55 | 0.754 | 0.591 |