Multi-scale Interactive Network for Salient Object Detection CVPR20 摘要 本文提出MINet。在编码器中使用聚合交互模块AIM(aggregate interaction modules)来聚合相邻level的特征,由于仅使用小的up/down采样率,引入了很少噪声。在解码器中使用自交互模型SIM(self-interaction module)来利用multi-scale特征。 由于尺度变化造...
Salient object detectionSaliency detectionMulti-scale featuresBoundaryAttentionBenefiting from the development of convolutional neural networks, salient object detection has achieved prominent progress in recent years. However, there are still two limitations when handling challenging scenarios. On the one hand...
代码:https://github.com/BellyBeauty/MDSAM 论文的研究动机就是使用SAM来解决显著性检测(SOD)问题,主要有两个改进: 提出了Lightweight Multi-Scale Adapter, LMSA来微调SAM 提出了Multi-Level Fusion Module, MLFM 和 Detail Enhancement Module, DEM,分别改善了SAM在多尺度和细粒度感知方面的性能。 网络的整体架...
1、Lightweight Multi-Scale Adapter,LMSA 作者认为,SAM编码器的参数过多,同时 SOD训练数据不足会影响网络的全面微调,因此,使用Adaptor可以让SAM应用于SOD,同时,应用多尺度特征提取能够提升性能。LMSA结构如下图所示,本质上就是在 Adpator 里把特征池化成多个尺度分别处理。
1.论文信息 标题:Multi-scale Interactive Network for Salient Object Detection 显著性目标检测,多尺度信息相互融合 机构:大连理工大学/鹏城实验室 会议:CVPR2020 推理速度:35FPS 阅读时间:2020/02/27 数…
本文为北京交通大学和新加坡国立大学合作的一篇显著性检测的文章, 作者为Zun Li1, Congyan Lang1, Yunpeng Chen2, Jun Hao Liew2, Jiashi Feng2,文章地址为:[1901.08362] Deep Reasoning with Multi-scale Context for Salient Object Detection 1 基础
cGAN-based architecture: The model utilizes a cGAN that consists of two distinct subnetworks: one dedicated to image dehazing using advanced techniques such as residual blocks, Dark Channel Prior, total variation, and multiscale Retinex algorithm, and another for salient object detection, enhanced by...
superpixel多重规模本地对比全球对比TP391.4AThe goal of salient object detection is to estimate the regions which are most likely to attract human's visual attention. As an important image preprocessing procedure to reduce the computational complexity, salient object detection is still a challenging ...
Deep-learning based salient object detection methods achieve great progress. However, the variable scale and unknown category of salient objects are great challenges all the time. These are closely related to the utilization of multi-level and multi-scale features. In this paper, we propose the ag...
To address these issues, we propose a novel pixel-wise salient object detection method equipped with multi-scale feature refinement and boundary feedback in this paper. Firstly, a feature interaction scheme is designed to depict the multi-scale representation of side output features and the ...