What Can Help Pedestrian Detection?
:scene layout (e.g. entrances, exits, walls, and obstacles), pedestrian beliefs (the choice of source...3 Pedestrian Behavior Modeling 行人路径的选择有点类似于水流。一个人一般情况下会选择最便捷和有效的路径达到目的地。...where MP_i (i ∈ [1,m]) is the i th moving pedestrian ? 3.4....4 Pedestrian walking route dataset 这里我们搞了一个人群移动轨迹数据库,人工标记了一个小时的视频。 ? 我们学习到的不同因素影响权重 ?...Prediction on pedestrian walking paths ? 5.2. Prediction of pedestrian destinations ? 5.3.
基于深度学习的计算机视觉通常需要数据。许多研究人员试图用合成数据来增强数据集,以提高模型的稳健性。然而,增加流行的行人数据集,如加州理工学院和城市人,可能极具...
HydraPlus-Net: Attentive Deep Features for Pedestrian Analysis ICCV2017 https://github.com/xh-liu
近年来,行人再识别问题(Person-reID)研究热度逐渐上升。与人脸识别相比,它在采集图像时不需要行人主动配合,在安防等领域具有极大的应用潜力。基于深度学习...
场景 {“scene”: {“id”: 266, “p”: 254, “s”: 10238, “e”: 10358, “fps”: 2.5, “tag”: 2}} id: scene id p: pedestrian...ID s, e: starting and ending frames id of pedestrian “p” fps: frame rate....”: {“f”: 10238, “p”: 248, “x”: 13.2, “y”: 5.85, “pred_number”: 0, “scene_id”: 123}} f: frame id p: pedestrian...ID x, y: x and y coordinates in meters of pedestrian “p” in frame “f”....Lower is better Prediction Collision (Col-I): Calculates the percentage of collisions of primary pedestrian
模型 模型来自OpenVINO官方提供的预训练模型库 行人检测模型: 模型名称: pedestrian-detection-adas-0002 输入格式:NCHW= [1x3x384x672] 输出格式...)) lm_output_blob = next(iter(pedestrian_attr_net.outputs)) log.info("Loading IR to the plugin...mc, mh, mw = pedestrian_attr_net.inputs[lm_input_blob].shape del pedestrian_attr_net 读取视频帧实现对每帧图像的行人检测与属性识别的代码如下...= cv2.resize(roi, (mw, mh)) pedestrian_roi = pedestrian_roi.transpose((2, 0, 1))...pedestrian_roi = pedestrian_roi.reshape((mn, mc, mh, mw)) #
inria_persons.png ETH Pedestrian苏黎世联邦理工学院 行人数据集 ?...eth_pedestrian.png TUD-Brussels Pedestrian 布鲁塞尔都柏林大学行人数据集 Daimler Pedestrian 戴勒姆行人数据 KITTI Vision
priority"/>2) 定义边:新建intersection.edge.xml,内容如下:NOTE2:修改edge的车道lane,index="0"为最右侧车道,添加属性allow="pedestrian..." 或者 添加edge属性:sidewalkWidth="1" 自动添加一个allow="pedestrian"的lane,宽度等于1。...<lane index="0" allow="<em>pedestrian</em>
Detection Benchmark15,560 pedestrian and non-pedestrian samples (image cut-outs) and 6744 additional...The test set contains more than 21,790 images with 56,492 pedestrian labels (fully visible or partially...occluded), captured from a vehicle in urban traffic.MIT Pedestrian datasetCVC Pedestrian DatasetsCVC...Pedestrian DatasetsCBCL Pedestrian DatabaseMIT Face datasetCBCL Face DatabaseMIT Car datasetCBCL Car...Attribute Recognition At Far DistanceLarge-scale PEdesTrian Attribute (PETA) dataset, covering more
custom_filter': '["highway"~"motorway|trunk|primary|secondary|tertiary|residential|service|unclassified|pedestrian...'residential': 3, 'service': 2, 'unclassified': 2, 'pedestrian...'residential': 3, 'service': 2, 'unclassified': 2, 'pedestrian...'circle': False, 'dilate': dilate}, 'parking': {'tags': {'amenity': 'parking', 'highway': 'pedestrian...'residential': 3, 'service': 2, 'unclassified': 2, 'pedestrian
., ignored regions (0), pedestrian (1), people (2), bicycle (3), car (4), van (5), truck (6), tricycle...~~~~ +mask on (40000,测25, lr=0.01,WEIGHT_DECAY=0.00001) INFO voc_dataset_evaluator.py: 144: AP for pedestrian...0.4471 +mask on (30000,测25, lr=0.01,WEIGHT_DECAY=0.00001) INFO voc_dataset_evaluator.py: 144: AP for pedestrian...0.4490 +mask on (20000,测25, lr=0.01,WEIGHT_DECAY=0.00001) INFO voc_dataset_evaluator.py: 144: AP for pedestrian...0.4638 +mask on (20000,测548, lr=0.01,WEIGHT_DECAY=0.00001) INFO voc_dataset_evaluator.py: 144: AP for pedestrian
关于检测的方法和框架有很多,不外乎是特征训练和分类,这里推荐两篇综述性文章: [1] Benenson R, Omran M, Hosang J, et al.Ten Years of Pedestrian...http://rodrigob.github.io/documents/2014_eccvw_ten_years_of_pedestrian_detection_with_supplementary_material.pdf...Schiele, et al.Pedestrian detection: an evaluation of the state of the art[J]....参考代码:http://pascal.inrialpes.fr/soft/olt/ doppia code 这是一个代码集合,2015年 更新,内容包含: a) Pedestrian...detection. d) Seeking the strongest rigid detector. e) Ten years of pedestrian detection, what have
问题描述 行人检测( Pedestrian Detection)一直是计算机视觉研究中的热点和难点。...Joint deep learning for pedestrian detection....Is Faster R-CNN Doing Well for Pedestrian Detection?...The Fastest Pedestrian Detector in the West, BMVC 2010. [24]Deep Learning Strong Parts for Pedestrian...What Can Help Pedestrian Detection?
OpenCV DNN调用代码如下 import cv2 as cv inference_pb = "D:/pedestrian_data/export_pb/frozen_inference_graph.pb..."; graph_text = "D:/pedestrian_data/export_pb/graph.pbtxt"; # load tensorflow model net = cv.dnn.readNetFromTensorflow...(inference_pb, graph_text) image = cv.imread("D:/python/Pedestrian-Detection/test_images/3600.jpg") h...int(left), int(top)), (int(right), int(bottom)), (0, 255, 0), thickness=2) cv.putText(image, "Pedestrian...)), cv.FONT_HERSHEY_PLAIN, 1.0, (0, 0, 255), 1) cv.imshow('pedestrain_demo', image) cv.imwrite("D:/Pedestrian.png
Assistant System 行车视频记录 DVR Discharge Voltage Regulator 车道偏离预警 LDW Lane Departure Warning 行人碰撞预警 PCW Pedestrian...Driver Fatigue Monitor 抬头显示器 HUD Heads-Up Display 注意力检测系统 DMS Driver Monitoring Systems 行人检测系统 PDS Pedestrian...Cameras 电子警察系统 ISA Intelligent speed adaptation 车联网 VCA Vehicular Communication systems 行人保护系统 Pedestrian
ICCV2017 数据库 https://lafi.github.io/LPN/ 行人属性分析 + 行人检索 HydraPlus-Net: Attentive Deep Features for Pedestrian...Re-identification with k-reciprocal Encoding CVPR2017 https://github.com/zhunzhong07/person-re-ranking 行人检索 Pedestrian...Alignment Network for Large-scale Person Re-identification https://github.com/layumi/Pedestrian_Alignment...行人检索 SVDNet for Pedestrian Retrieval https://github.com/syfafterzy/SVDNet-for-Pedestrian-Retrieval
表示标注框面积 mask对象标记, 模型训练 训练数据集,epoch=8,因为我的计算机内存比较小,所有batchSize=1,不然我就会内存爆炸了,训练一定时间后,就好拉,我把模型保存为mask_rcnn_pedestrian_model.pt...data_loader, device, epoch, print_freq=10) lr_scheduler.step() torch.save(model.state_dict(), "mask_rcnn_pedestrian_model.pt.../mask_rcnn_pedestrian_model.pt")) model.eval() transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor...if train_on_gpu: model.cuda() def object_detection__demo(): frame = cv.imread("D:/images/pedestrian...0, 255), 2, 8, 0) index += 1 cv.imshow("Mask-RCNN Demo", frame) cv.imwrite("D:/pedestrian
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