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Underwater Image Enhancement Using Dual Adversarial Network 基于双对抗网络的水下图像增强
Proceedings of the 4th International Conference on Graphics and Signal Processing Pub Date : 2020-06-26 DOI: 10.1145/3406971.3406976
Zhengao Wang, Tanlin Li, Wenzheng Qu
{"title":"Underwater Image Enhancement Using Dual Adversarial Network","authors":"Zhengao Wang, Tanlin Li, Wenzheng Qu","doi":"10.1145/3406971.3406976","DOIUrl":"https://doi.org/10.1145/3406971.3406976","url":null,"abstract":"Since the degradation of the image has seriously constrained the development of marine research, the underwater image enhancement has been paid more and more attentions. Due to the diversity of underwater images (for example, underwater images show different attenuation and color bias in different scenes) and the lack of underwater datasets, most existing methods usually show satisfactory results on some kinds of underwater types. To solve the problems, we built a novel model, including two adversarial network blocks, to learn the essential content features of multiple underwater types and restore high quality images. We trained the model under the synthetic dataset based on Jerlov underwater type image dataset. Experimental results show that the model not only outperforms most previous methods in PSNR and UIQM but also shows the generalization ability.","PeriodicalId":111905,"journal":{"name":"Proceedings of the 4th International Conference on Graphics and Signal Processing","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126400867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Compression Algorithm Based on Irregular Sequence 基于不规则序列的压缩算法
Proceedings of the 4th International Conference on Graphics and Signal Processing Pub Date : 2020-06-19 DOI: 10.1145/3406971.3406990
Rui-Ling Zhu
{"title":"Compression Algorithm Based on Irregular Sequence","authors":"Rui-Ling Zhu","doi":"10.1145/3406971.3406990","DOIUrl":"https://doi.org/10.1145/3406971.3406990","url":null,"abstract":"The paper introduces a new lossless, highly robust compression algorithm that similar with LZW algorithm, yet the algorithm discards dictionary processing and uses irregular sequences with massive, random information instead. Then the paper found the ineffectiveness of the algorithm due to limited computing ability of hardware and made a few improvements to the algorithm. The algorithm is recommended to be applied in interplanetary communications between a high-compute-ability device and a low-compute-ability receiving device, whose signal would be easily interfered by cosmos rays.","PeriodicalId":111905,"journal":{"name":"Proceedings of the 4th International Conference on Graphics and Signal Processing","volume":"70 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127588508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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