The UBI-Fights dataset can be used for specific anomaly detection and covers a wide and diverse range of fight scenarios. This dataset is a large-scale dataset that includes 80 hours of video, fully annotated at the frame level. The dataset consists of 1,000 videos, of which 216 videos contain a fight event and 784 are normal daily life situations. All unnecessary video clips that may interfere with the learning process (such as video introductions, news, etc.) have been removed.