Adaptive Remote Sensing Image Attribute Learning for Active Object Detection

01/16/2021
by   Nuo Xu, et al.
0

In recent years, deep learning methods bring incredible progress to the field of object detection. However, in the field of remote sensing image processing, existing methods neglect the relationship between imaging configuration and detection performance, and do not take into account the importance of detection performance feedback for improving image quality. Therefore, detection performance is limited by the passive nature of the conventional object detection framework. In order to solve the above limitations, this paper takes adaptive brightness adjustment and scale adjustment as examples, and proposes an active object detection method based on deep reinforcement learning. The goal of adaptive image attribute learning is to maximize the detection performance. With the help of active object detection and image attribute adjustment strategies, low-quality images can be converted into high-quality images, and the overall performance is improved without retraining the detector.

READ FULL TEXT

page 2

page 7

08/31/2019

Object Detection in Optical Remote Sensing Images: A Survey and A New Benchmark

Substantial efforts have been devoted more recently to presenting variou...
03/01/2022

Comprehensive Analysis of the Object Detection Pipeline on UAVs

An object detection pipeline comprises a camera that captures the scene ...
03/17/2020

Deep Active Learning for Remote Sensing Object Detection

Recently, CNN object detectors have achieved high accuracy on remote sen...
09/26/2020

Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images

In remote sensing field, there are many applications of object detection...
03/20/2016

A Survey on Object Detection in Optical Remote Sensing Images

Object detection in optical remote sensing images, being a fundamental b...
09/26/2014

Extracting man-made objects from remote sensing images via fast level set evolutions

Object extraction from remote sensing images has long been an intensive ...
08/25/2021

Improving Object Detection and Attribute Recognition by Feature Entanglement Reduction

We explore object detection with two attributes: color and material. The...