The need to secure sensitive information has rapidly advanced based on the increased vulnerability of the data transmitted over the public network. Aligning with securing the data transmission, numerous steganographic...
详细信息
Vibration analysis serves as a valuable method to identify defects within mechanical systems. This process involves monitoring the auditory signals generated by the system and discerning patterns that signify potentia...
详细信息
In the modern era, where vast amounts of data traverse public networks, the risk of data breaches is significant. Steganography, a method of concealing data within digital objects like images, is employed to secure se...
详细信息
Encoding the Region Of Interest (ROI) with better quality than the background has many applications including video conferencing systems, video surveillance and object-oriented vision tasks. In this paper, we propose ...
详细信息
image denoising methods based on convolutional neural networks have been popular and achieved relatively excellent performance. However, most of the existing methods cannot fully obtain and use the shallow feature inf...
详细信息
Low-light image enhancement restores the colors and details of a single image and improves high-level visual tasks. However, restoring the lost details in the dark area is still a challenge relying only on the RGB dom...
详细信息
image deblurring is a highly challenging and ill-posed image restoration problem. Contemporary deep learning-based approaches usually tackle this problem by exploiting the encoder-decoder-based models trained by the c...
详细信息
ISBN:
(纸本)9781728198354
image deblurring is a highly challenging and ill-posed image restoration problem. Contemporary deep learning-based approaches usually tackle this problem by exploiting the encoder-decoder-based models trained by the commonly used mean squared error loss with the feature matching loss as a regularization to obtain perceptual consistent restored results as the ground truths. We argue that since the general backbone models for computing feature matching loss are usually not trained on the image deblurring task, the loss lacks specific knowledge of blur and usually leads to suboptimal performance. To address this issue, we propose a task-adaptive feature matching loss for image deblurring where we synthesize blurred images in different blur extents and employ triplet loss to finetune the backbone model for learning specific blur priors. Then, we leverage the finetuned backbone to compute feature matching loss which can greatly enhance the existing image deblurring models for better perceptual results. With extensive experiments on the GoPro and RealBlur datasets, both qualitative and quantitative results show that the SOTA deblurring models trained with the proposed loss can effectively obtain better and sharper restored images in terms of various perceptual image quality metrics than the original models while maintaining comparable PSNR and SSIM performances.
In this paper, a video signal acquisition system is designed based on the input capture function of the HCS12 single-chip microcomputer for automatic wonderful motion acquisition by the camera. In this system, the out...
详细信息
ISBN:
(数字)9781665408370
ISBN:
(纸本)9781665408387;9781665408370
In this paper, a video signal acquisition system is designed based on the input capture function of the HCS12 single-chip microcomputer for automatic wonderful motion acquisition by the camera. In this system, the output signal of the CMOS camera is binarized, and a color restoration and image denoising network is designed to solve the problems of color distortion and noise amplification in the enhanced image. image quality and visual effects, extracting shape features of black guide lines. Analyze the wireless channel quality of football live broadcast in the network model from the overall, local and individual levels, in order to provide theoretical reference for players' passing performance evaluation and targeted preparation.
image-to-video generation, which aims to generate a video starting from a given reference image, has drawn great attention. Existing methods frequently integrate semantic information from images or simply concatenate ...
详细信息
In a bistatic sonar imaging system for seafloor composed of a vertical transmitting array and a horizontally towed receiving array, the left-right ambiguity caused by the receiving array leads to false features in mos...
详细信息
暂无评论