Neural Information Processing: 22nd International by Sabri Arik, Tingwen Huang, Weng Kin Lai, Qingshan Liu

By Sabri Arik, Tingwen Huang, Weng Kin Lai, Qingshan Liu

The 4 quantity set LNCS 9489, LNCS 9490, LNCS 9491, and LNCS 9492 constitutes the complaints of the twenty second foreign convention on Neural details Processing, ICONIP 2015, held in Istanbul, Turkey, in November 2015.

The 231 complete papers offered have been conscientiously reviewed and chosen from 375 submissions. The four volumes signify topical sections containing articles on studying Algorithms and category structures; man made Intelligence and Neural Networks: concept, layout, and purposes; photo and sign Processing; and clever Social Networks.

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Additional info for Neural Information Processing: 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015, Proceedings Part III

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In summary, Fig. 3 indicates that exploratory motor babbling drastically decreased the learning time. Figure 4 shows the angle of crank turning and door opening/closing after 2350 and 3540 iterations, respectively. These iteration numbers correspond to one of the evaluated times in Fig. 3 at which the target motions had been generated correctly with exploratory motor babbling. The joint angles of the teaching signal 32 K. Takahashi et al. Fig. 4. Generated motions of crank turning and door opening/closing after 2350 and 3540 iterations (Left: crank turning, Right: door opening/closing) and the motion learned with exploratory motor babbling are similar.

3. Direction difference quantization The above-mentioned direction difference is shown as formula 9, the result are determined by the current pixel direction value and the mean value of its four neigh‐ borhood which has been fired, is the absolute value of their difference. Then through the formula 9 processing. We get the 0 ~ 1 monotonically increasing direction difference . (9) Step3: Unit-linking PCNN fusing direction features: input to F channel is direction Moving Target Tracking Based on PCNN and Optical Flow 21 difference between current pixel’s direction value and the mean of its 4-neighborhood direction values whose fire set is 1 (shown in Eq.

Different tones (grass and load) cannot be filtered out all in the original topological channel, which leads to pedestrians’ sinking into grass. By inputting intensity difference into F channel of PCNN, improved topo‐ logical channel filter grass and load successfully. Improvement is done to more accu‐ rately represent connectivity of topology. Fig. 6. Examples of improved topological channel 3 Algorithm Structure The step of proposed model. Step1: Grayscale image changed from color video frame is resized to 64*64.

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