Fine-grained Image Classification on Crowd Activity

0.83CC ScoreKnowledge Mining with Scene Text

Evaluation results

Method
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