Renew three world record ReID technologies

Person Re-Identification (ReID) technology is a popular research direction in computer vision research. It mainly solves cross-camera cross-scene recognition and retrieval. The technology can recognize pedestrians based on information such as pedestrians' wear, posture, and hairstyle, and can be applied to more new application scenarios in combination with face recognition to raise the cognitive level of artificial intelligence to a new stage.

ReID technology is similar to face recognition technology. There are many difficulties that need to be overcome, such as the objective factors such as light, occlusion, and picture blur. In addition, pedestrians wear a variety of clothes, the same person wears different clothes, different people wear similar clothes and so on. This also puts higher requirements on ReID technology.

Pedestrians' data acquisition is far more difficult than face data acquisition. Pedestrians' information complexity is far greater than that of human faces. The combination of these two factors makes ReID technology algorithm research more difficult and more important.

A few days ago, CloudScience achieved a major breakthrough in ReID technology, and at the same time refreshed world records on the three datasets Market-1501, DukeMTMC-reID, and CUHK03, with the highest hit rate on the Market-1501 (Rank-1 Accuracy). ) Reached 96.6%, allowing ReID technology to reach commercial levels for the first time in accuracy.

NMS Management OLT

What is the difference between NMS Management OLT and Web Management OLT?

NMS is a software installed on the computer, while WEB uses a browser to access the management interface of the OLT through an IP address.


The network management system is a system used to adjust the network status by combining software and hardware to ensure the normal and efficient operation of the network system and make better use of the resources in the network system. It is the foundation of the network management platform It implements a collection of various network management functions.
Generally, the following content needs to be defined for a network management system.
(1) The function of the system. That is, what functions should a network management system have.
(2) Representation of network resources. A large part of network management is the management of resources in the network. The resources in the network refer to the hardware, software, and services provided in the network. A network management system must show them in the system before they can be managed.
(3) Representation of network management information. The management of the network by the network management system is mainly realized by the transmission of network management information in the system. How the network management information should be represented, how it is transmitted, and what is the protocol for transmission, these are all issues that a network management system must consider.
(4) The structure of the system. That is, what is the structure of the network management system.
Therefore, network management includes the use, integration, and coordination of hardware, software, and human resources to monitor, test, configure, analyze, evaluate, and control network resources, so that some network needs can be met at a reasonable price, such as Real-time operation performance, service quality, etc. Network management is often referred to as network management for short.

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