视频目标识别资源集合

【导读】本文整理了视频目标识别的数据集、论文、代码等，并对它们的性能进行了比较。

数据集

ImageNet VID Chanllenge

网站：

• http://image-net.org/challenges/LSVRC/2017/#vid

Kaggle：

• https://www.kaggle.com/account/login?returnUrl=%2Fc%2Fimagenet-object-detection-from-video-challenge

VisDrone Challenge

网站：

• http://aiskyeye.com/

论文集

2016

Seq-NMS for video object detection

• https://arxiv.org/abs/1602.08465

• 动机：在时间轴上，使预测的目标框更为光滑

• 总结：根据不同相邻时刻的预测构建时序图，然后使用动态规划选择整体最好的序列。

T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos

• https://arxiv.org/abs/1604.02532

• https://github.com/myfavouritekk/T-CNN

• 总结：使用跟踪算法，选择时序一致的高置信度的检测结果

Object Detection from Video Tubelets with Convolutional Neural Networks

• https://arxiv.org/abs/1604.04053

• https://github.com/myfavouritekk/vdetlib

Deep Feature Flow for Video Recognition

• https://arxiv.org/abs/1611.07715

• https://github.com/msracver/Deep-Feature-Flow

2017

Object Detection in Videos with Tubelet Proposal Networks

• https://arxiv.org/abs/1702.06355

Flow-Guided Feature Aggregation for Video Object Detection

• https://arxiv.org/abs/1703.10025

• https://github.com/msracver/Flow-Guided-Feature-Aggregation

Detect to Track and Track to Detect

• https://arxiv.org/abs/1710.03958

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/X.md

• https://github.com/feichtenhofer/Detect-Track

Towards High Performance Video Object Detection

• https://arxiv.org/abs/1711.11577

Video Object Detection with an Aligned Spatial-Temporal Memory

• https://arxiv.org/abs/1712.06317

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/STMN.md

• http://fanyix.cs.ucdavis.edu/project/stmn/project.html

• https://www.youtube.com/watch?v=Vs3LqY1s9GY

2018

Object Detection in Videos by High Quality Object Linking

• https://arxiv.org/abs/1801.09823

Towards High Performance Video Object Detection for Mobiles

• https://arxiv.org/abs/1804.05830

Optimizing Video Object Detection via a Scale-Time Lattice

• https://arxiv.org/abs/1804.05472、

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/X.md

• https://github.com/hellock/scale-time-lattice

Object Detection in Video with Spatiotemporal Sampling Networks

• https://arxiv.org/abs/1803.05549

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/STSN.md

Fully Motion-Aware Network for Video Object Detection

• http://openaccess.thecvf.com/content_ECCV_2018/html/Shiyao_Wang_Fully_Motion-Aware_Network_ECCV_2018_paper.html

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/MANet.md

Integrated Object Detection and Tracking with Tracklet-Conditioned Detection

• https://arxiv.org/abs/1811.11167

• https://github.com/ZHANGHeng19931123/awesome-video-object-detection/blob/master/X.md

AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling

• https://arxiv.org/pdf/1902.02910.pdf

Improving Video Object Detection by Seq-Bbox Matching

• https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&ved=2ahUKEwjWwNWa95_iAhUMyoUKHR-GAJwQFjABegQIBBAC&url=http%3A%2F%2Fwww.insticc.org%2FPrimoris%2FResources%2FPaperPdf.ashx%3FidPaper%3D72600&usg=AOvVaw1dTqzUoybpNRVkCdkA1xg0

• https://github.com/ZHANGHeng19931123/seq_nms_yolo

性能比较：

Github链接：

https://github.com/ZHANGHeng19931123/awesome-video-object-detection

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