Vision-rwkv: Efficient and scalable visual perception with rwkv-like architectures

Y Duan, W Wang, Z Chen, X Zhu, L Lu, T Lu… - arXiv preprint arXiv …, 2024 - arxiv.org
Transformers have revolutionized computer vision and natural language processing, but
their high computational complexity limits their application in high-resolution image …

SDCNet: Spatially-Adaptive Deformable Convolution Networks for HR NonHomogeneous Dehazing

Y Liu, X Wang, Y Zhu, X Fu… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
In recent years the field of image dehazing has garnered increasing attention. Many deep
learning models have demonstrated exceptional capabilities in removing homogeneous …

[PDF][PDF] DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer

W Dong, H Zhou, R Wang, X Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Image dehazing, a pivotal task in low-level vision, aims to restore the visibility and detail
from hazy images. Many deep learning methods with powerful representation learning …

[HTML][HTML] DDEYOLOv9: Network for Detecting and Counting Abnormal Fish Behaviors in Complex Water Environments

Y Li, Z Hu, Y Zhang, J Liu, W Tu, H Yu - Fishes, 2024 - mdpi.com
Accurately detecting and counting abnormal fish behaviors in aquaculture is essential.
Timely detection allows farmers to take swift action to protect fish health and prevent …

[HTML][HTML] A new lightweight network for efficient UAV object detection

W Hua, Q Chen, W Chen - Scientific Reports, 2024 - nature.com
Optimizing the structure of deep neural networks is essential in many applications.
Especially in the object detection tasks of Unmanned Aerial Vehicles. Due to the constraints …

[HTML][HTML] FCNet: Flexible Convolution Network for Infrared Small Ship Detection

F Guo, H Ma, L Li, M Lv, Z Jia - Remote Sensing, 2024 - mdpi.com
The automatic monitoring and detection of maritime targets hold paramount significance in
safeguarding national sovereignty, ensuring maritime rights, and advancing national …

基于动态视觉传感器的铝基盘片表面缺陷检测

马居坡, 陈周熠, 吴金建 - 自动化学报, 2024 - aas.net.cn
现有视觉缺陷检测技术通常基于传统电荷耦合器件(Charge-coupled device, CCD)
或互补金属氧化物半导体(Complementary metal-oxide-semiconductor, CMOS) …

[HTML][HTML] An Effective and Lightweight Full-Scale Target Detection Network for UAV Images Based on Deformable Convolutions and Multi-Scale Contextual Feature …

W Yu, J Zhang, D Liu, Y Xi, Y Wu - Remote Sensing, 2024 - mdpi.com
Currently, target detection on unmanned aerial vehicle (UAV) images is a research hotspot.
Due to the significant scale variability of targets and the interference of complex …

Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-Resolution

Z Hu, W Sun - arXiv preprint arXiv:2409.17597, 2024 - arxiv.org
Window-based transformers have demonstrated outstanding performance in super-
resolution tasks due to their adaptive modeling capabilities through local self-attention (SA) …

Open Panoramic Segmentation

J Zheng, R Liu, Y Chen, K Peng, C Wu, K Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
Panoramic images, capturing a 360 {\deg} field of view (FoV), encompass omnidirectional
spatial information crucial for scene understanding. However, it is not only costly to obtain …