Satellite ISAR image data intelligent generation method based on diffusion model

The invention relates to a satellite ISAR image data intelligent generation method based on a diffusion model. The method comprises the following steps: utilizing the optical-ISAR image data; training the satellite ISAR image data intelligent generation model by using a preset loss function for carr...

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Hauptverfasser: KONG DERONG, LIAO HUAIZHANG, ZHI SHUAIFENG, ROH CHEOL-JUN, XIA JINGYUAN, YANG ZHIXIONG, ZHANG SHUANGHUI
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creator KONG DERONG
LIAO HUAIZHANG
ZHI SHUAIFENG
ROH CHEOL-JUN
XIA JINGYUAN
YANG ZHIXIONG
ZHANG SHUANGHUI
description The invention relates to a satellite ISAR image data intelligent generation method based on a diffusion model. The method comprises the following steps: utilizing the optical-ISAR image data; training the satellite ISAR image data intelligent generation model by using a preset loss function for carrying out submerged space feature extraction in an optical image domain and a preset loss function for carrying out submerged space feature extraction in an ISAR image domain and using an optimized evidence lower bound as a target function of a reverse diffusion process; a trained satellite ISAR image data intelligent generation model is obtained; and performing image generation on the input satellite image data of the optical domain according to the trained satellite ISAR image data intelligent generation model to obtain a satellite ISAR image. By adopting the method, the conversion between the optical image and the ISAR image can be realized. 本申请涉及一种基于扩散模型的卫星ISAR图像数据智能生成方法。所述方法包括:利用所述光学-ISAR图像数据、预先设置的光学图像域中进行潜空间特征
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subjects ANALOGOUS ARRANGEMENTS USING OTHER WAVES
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION ORRERADIATION OF RADIO WAVES
MEASURING
PHYSICS
RADIO DIRECTION-FINDING
RADIO NAVIGATION
TESTING
title Satellite ISAR image data intelligent generation method based on diffusion model
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