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There are two major kinds of CNN models for person re-identification, i.e., verification network and identification network.
In the test stage, we first obtain the holistic summing maps from the verification network, and then feed them into the identification network.
The identification network has the same epoch and learning rate with the verification network, and the batch size of the identification network is set to 48.
The two methods both utilize the verification network and identification network to learn the features, while the proposed LEDF explicitly considers the structural information of pedestrian.
The architecture of the proposed network contains two parts, i.e., the verification network and the identification network, as shown in Fig. 4.
Recently, the convolutional neural network (CNN) has made great progress in the task of person re-identification, and they are mainly based on the verification network and the identification network.
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There are a number of applications to analyze the network behavior for different testing purposes, such as raw signal reconstruction and visualization, protocol verification, network performance evaluation and remote debugging.
We finally assessed whether laboratories belonging to the international WHO SARS Reference and Verification Network (9 ) were more proficient in SARS molecular detection than others.
Concretely, the verification network takes the local similar and dissimilar pairs as the input.
Most hub proteins identified in original network are also hubs (degree > 5) in the verification network, including CD44, CD74, VCAN and MMP2.
The Secretary shall ensure that the verification network is electronically accessible by State, local, and tribal health departments and can be linked with the identification cards under section 300hh 15 of this title.
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