人脸检测数据集

目录

• FDDB - Face Detection Dataset and Benchmark
• JIB-A -- IARPA Janus Benchmark A
• 行人检测数据集 Caltech

FDDB - Face Detection Dataset and Benchmark

• 2845 张图片/5171张人脸
• 椭圆标注
• 灰度图/彩色图
• 检测难点
  • 遮挡 Occlutions
  • 不同姿态 Different poses
  • 低分辨率 Low resolution
  • 失焦 Out-of-focus

Url: http://vis-www.cs.umass.edu/fddb/

http://vis-www.cs.umass.edu/fddb/fddb.pdf

http://vis-www.cs.umass.edu/fddb/samples/

JIB-A -- IARPA Janus Benchmark A

• 5712 张图片/2085 个视频/49759 张人脸
• 识别
  • 500 个人
  • Meta data: 性别、肤色、姿态等
• 无约束的人脸数据集

Url: https://www.nist.gov/itl/iad/image-group/ijb-dataset-request-form

https://www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Klare_Pushing_the_Frontiers_2015_CVPR_paper.pdf

行人检测数据集 Caltech

• 10 小时 \(640\times380\) 视频/250000帧
• 车载摄像头拍摄
• 350000 行人 Bounding box
  
  

Url: http://www.vision.caltech.edu/Image_Datasets/CaltechPedestrians/

http://www.vision.caltech.edu/Image_Datasets/CaltechPedestrians/files/CVPR09pedestrians.pdf

http://www.vision.caltech.edu/Image_Datasets/CaltechPedestrians/files/PAMI12pedestrians.pdf