Nettet13. sep. 2024 · Based on this model, we propose a joint deep neural network-based method for single nighttime rainy image enhancement. It consists of three sub-nets in … The feedback block (FB) is an important component in the proposed network, it can efficiently refine low-level representations with high-level information. Due to the fact that the dense forward connection [6] can reuse the features across different layers and improve the representational capacity of the network, the … Se mer Dilated convolutional network [5, 20] is widely leveraged to help in acquiring the complementary contextual information in different receptive field. In addition, the attention mechanism [23] is also typically utilized in the design of … Se mer Since the proposed JFREL has output of multiple stages, it is improper to train the network by only imposing regularization on the final output. To improve the reconstruction stage by … Se mer We adopt the dual attention fusion (DAF) [23], which consists of a cascade of channel attention and pixel attention, to focus on the feature … Se mer To better acquire the final restored image, we adopt the strategy of ensemble learning for bagging the output result of each stage. And the gated network is explored to aggregate the intermediate result and obtain the … Se mer

Applied Sciences Free Full-Text A Lightweight Network for Real …

Nettet6. aug. 2024 · Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining Network. In the field of multimedia, single image deraining is a basic pre-processing … Nettet7. sep. 2024 · Learning single image deraining (SID) networks from an unpaired set of clean and rainy images is practical and valuable as acquiring paired real-world data is almost infeasible. However, without the paired data as the supervision, learning a SID network is challenging. Moreover, simply using existing unpaired learning methods … handheld general purpose computer

生成式对抗网络去除雨滴效果，如何实现有哪些论文？ - 知乎

Nettet1. sep. 2024 · In this paper, we propose a distributed feedback neural network for the single-image deraining task, called DFN. DFN aims to reduce the over-smoothing … NettetA Convolutional Network for Joint Deraining and Dehazing from A Single Image for Autonomous Driving in Rain Abstract: In this paper, we focus on a rain removal task … Nettet1. sep. 2024 · The method goes beyond the case of a monolithic single-stage deraining neural network model; it introduces a recurrent network framework and employs a Long Short-term Memory (LSTM) network to... handheld geocaching gps with turn by turn