UCF101 is an action recognition data set of realistic action videos, collected from YouTube, having 101 action categories. This data set is an extension of UCF50 data set which has 50 action categories. With 13320 videos from 101 action categories, UCF101 gives the largest diversity in terms ...
UCF101 - Action Recognition Dataset行为识别数据集UCF1011.OverviewUCF101 is an action recognition data set of realistic action videos, collected from YouTube, having 101 action categories. This data set is an extension of UCF50 data set which has 50 action categories.With 13320 videos from 101 ...
UCF101 is provided by University of Central Florida.本数据集由中央佛罗里达大学提供。 UCF101_TrainTestSplits-DetectionTask_datasets.zip UCF101_TrainTestSplits-RecognitionTask_datasets.zip点赞(0) 踩踩(0) 反馈 所需:3 积分 电信网络下载
其中ROOT_DATASET为图片的总路径,与train_split_1.txt衔接的完整的图片路径,需要自己修改。 配置完成后下载相应的预训练权重,运行训练命令: python main.py ucf101 RGB --arch resnet --num_segment 8 --gd 20 --lr 0.001 --lr_steps 10 20 --epochs 25 --batch-size 16 -j 16 --dropout 0.8 --co...
max_hist_len =20# max history buffer# mask out illegal action# 等于这些类时默认为2ifidx_in[7,8,21,22,3]: idx_ = history[-1]# use only single no action class# 做其他事情默认也为2ifidx_ ==0: idx_ =2# history smoothingifidx_ != history[-1]:ifnot(history[-1] == history[...
UCF101 is an action recognition data set of realistic action videos, collected from YouTube, having 101 action categories. This data set is an extension of UCF50 data set which has 50 action categories. × 帕依提提提温馨提示 该数据集正在整理中,为您准备了其他渠道,请您使用 ...
接下来通过继承paddle的Dataset API来构建一个数据读取器,方便每次从数据中获取一个样本和对应的标签。 In [ ]class VideoDataset(paddle.io.Dataset): """Video dataset for action recognition The dataset loads raw videos and apply specified transforms on them. The index file is a file with multiple ...
UCF101actions.pkl: 101 action names (labels), e.g,'BenchPress', 'SkyDiving' , 'Bowling', etc. Python 3.6 PyTorch 1.0.0 Numpy 1.15.0 Sklearn 0.19.2 Matplotlib Pandas tqdm 1. Download preprocessed UCF101 dataset For convenience, we use preprocessed UCF101 dataset already sliced into RGB ...
two-stream-action-recognition We use a spatial and motion stream cnn with ResNet101 for modeling video information in UCF101 dataset. Reference Paper [1] Two-stream convolutional networks for action recognition in videos [2] Temporal Segment Networks: Towards Good Practices for Deep Action Recognit...
UCF101 dataset is an extension of UCF50 and consists of 13,320 video clips, which are classified into 101 categories. These 101 categories can be classified into 5 types (Body motion, Human-human interactions, Human-object interactions, Playing musical i