Adaptive Fusion
自适应融合

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Adaptive Fusion sentence examples within Feature Adaptive Fusion

Feature Adaptive Fusion
特征自适应融合

The algorithm uses cross-layer feature adaptive fusion, and combines residual channel attention modules with different convolution rates of holes.

该算法采用跨层特征自适应融合，将残差通道注意力模块与不同的空洞卷积率相结合。

Research on a Pedestrian Detection Algorithm Based on Improved SSD Network

Feature Adaptive Fusion
特征自适应融合

Moreover, for the shortcomings of the compressed sensing tracking algorithm that cannot accurately and comprehensively describe the target shape through a single target feature, the multi-feature adaptive fusion method is used to visualize the target appearance model, thus improving the accuracy of target tracking.

此外，针对压缩感知跟踪算法不能通过单一目标特征准确全面地描述目标形状的缺点，采用多特征自适应融合方法对目标外观模型进行可视化，从而提高目标跟踪的准确性。

Visual recognition and performance prediction of athletes based on target tracking EIA algorithm

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Adaptive Fusion sentence examples within Robust Adaptive Fusion

Robust Adaptive Fusion

A new robust adaptive fusion method for double-modality medical image PET/CT is proposed according to the Piella framework.

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A New Robust Adaptive Fusion Method for Double-Modality Medical Image PET/CT

Robust Adaptive Fusion

Our method uses a robust adaptive fusion algorithm based on the unscented Kalman filter.

我们的方法使用基于无迹卡尔曼滤波器的鲁棒自适应融合算法。

State Estimation for Aerial Vehicles in Forest Environments

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Adaptive Fusion sentence examples within New Adaptive Fusion

New Adaptive Fusion

Besides, aiming to enhance the quality of the fused image, we further designed a new adaptive fusion strategy by using the attention mechanism instead of following the previous manual design.

此外，为了提高融合图像的质量，我们进一步设计了一种新的自适应融合策略，利用注意力机制代替了之前的手动设计。

A Deep and Supervised Atrous Convolutional Model for Multi-Focus Image Fusion

New Adaptive Fusion

Finally, we propose a new adaptive fusion approach to improve the tracking robustness and accuracy.

最后，我们提出了一种新的自适应融合方法来提高跟踪的鲁棒性和准确性。

Complementary learners for visual tracking

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Temporal Adaptive Fusion

The processed results of the two sets of products are fused by using the Homologous Data-Based Spatial and Temporal Adaptive Fusion Method (HDSTAFM), which reduces the effect of noise and also improve the temporal and spatial resolution for the final water results.

使用基于同源数据的时空自适应融合方法（HDSTAFM）对两组产品的处理结果进行融合，降低了噪声的影响，同时也提高了最终水结果的时空分辨率。

Continuous Dynamics Monitoring of Multi-Lake Water Extent Using a Spatial and Temporal Adaptive Fusion Method Based on Two Sets of MODIS Products

Temporal Adaptive Fusion

The performances of SEVIS are analyzed in comparison with those of two other STF methods, the classical Spatial and Temporal Adaptive Fusion Model (STARFM) and the more recent Flexible Spatiotemporal DAta Fusion (FSDAF) algorithm.

SEVIS 的性能与其他两种 STF 方法的性能进行了比较，经典的时空自适应融合模型 (STARFM) 和更新的灵活时空数据融合 (FSDAF) 算法。

A New Method to Enhance the Spatial Features of Multitemporal NDVI Image Series

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Spatiotemporal Adaptive Fusion

This study was produced with a modified hierarchical spatiotemporal adaptive fusion model (HSTAFM) by integrating both Landsat and MODIS data.

本研究是通过整合 Landsat 和 MODIS 数据，使用改进的分层时空自适应融合模型 (HSTAFM) 生成的。

Mapping inundation dynamics in a heterogeneous floodplain: Insights from integrating observations and modeling approach

Spatiotemporal Adaptive Fusion

The spatial and temporal adaptive reflectivity fusion model (STARFM) and its improved models are the most widely used spatiotemporal adaptive fusion models.

时空自适应反射率融合模型（STARFM）及其改进模型是应用最广泛的时空自适应融合模型。

An Improved Spatiotemporal Fusion Approach Based on Multiple Endmember Spectral Mixture Analysis

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Deep Adaptive Fusion

This method first implements the deep adaptive fusion of two hyperspectral features, and then it performs spectral–spatial classification on the fused features.

该方法首先实现了两个高光谱特征的深度自适应融合，然后对融合后的特征进行光谱-空间分类。

Hyperspectral Image Spectral-Spatial Classification Method Based on Deep Adaptive Feature Fusion

Deep Adaptive Fusion

In this paper, we propose a high performance RGBT tracking framework based on a novel deep adaptive fusion network, named DAFNet.

在本文中，我们提出了一种基于新型深度自适应融合网络的高性能 RGBT 跟踪框架，名为 DAFNet。

Deep Adaptive Fusion Network for High Performance RGBT Tracking

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Adaptive Fusion sentence examples within An Adaptive Fusion

An Adaptive Fusion

An Adaptive fusion mechanism is applied to leverage these two complementary modalities.

应用自适应融合机制来利用这两种互补的模式。

Adaptive Fusion of RGBD Data for two-stream FCN-based Level Set Tracking

An Adaptive Fusion

An adaptive fusion-based variance reduction technique is introduced to improve sample-efficiency.

引入了一种基于自适应融合的方差减少技术来提高样本效率。

Distributed Fusion-Based Policy Search for Fast Robot Locomotion Learning

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adaptive fusion method
自适应融合方法

The contribution of different networks to the recognition results is adjusted by the adaptive fusion method that adjusts the network according to the recognition accuracy of a single network.

不同网络对识别结果的贡献是通过自适应融合方法来调整的，该方法根据单个网络的识别精度来调整网络。

Vehicle Image Recognition Using Deep Convolution Neural Network and Compressed Dictionary Learning

adaptive fusion method
自适应融合方法

Comparing to single-polarization and conventional non-adaptive fusion method, it optimally enhanced the characteristics of small vessels.

与单极化和传统的非自适应融合方法相比，它优化了小血管的特性。

Small Vessel Detection Based on Adaptive Dual-Polarimetric Sar Feature Fusion and Attention-Enhanced Feature Pyramid Network

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adaptive fusion strategy
自适应融合策略

Besides, aiming to enhance the quality of the fused image, we further designed a new adaptive fusion strategy by using the attention mechanism instead of following the previous manual design.

此外，为了提高融合图像的质量，我们进一步设计了一种新的自适应融合策略，利用注意力机制代替了之前的手动设计。

A Deep and Supervised Atrous Convolutional Model for Multi-Focus Image Fusion

adaptive fusion strategy
自适应融合策略

Different from the empirical weighting methods, an adaptive fusion strategy is designed to weight the importance of different manifolds in a data-driven manner.

与经验加权方法不同，自适应融合策略旨在以数据驱动的方式对不同流形的重要性进行加权。

Adaptive Fusion of Heterogeneous Manifolds for Subspace Clustering

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adaptive fusion network
自适应融合网络

To further improve RGB-D SOD, we propose a crossflow and cross-scale adaptive fusion network (CCAFNet) to detect salient objects in RGB-D images.

为了进一步改进 RGB-D SOD，我们提出了一种交叉流和跨尺度自适应融合网络 (CCAFNet) 来检测 RGB-D 图像中的显着对象。

CCAFNet: Crossflow and Cross-scale Adaptive Fusion Network for Detecting Salient Objects in RGB-D Images

adaptive fusion network
自适应融合网络

In this work, a novel adaptive fusion network (AFNet) is proposed to improve the performance of very high resolution (VHR) remote sensing image segmentation.

在这项工作中，提出了一种新的自适应融合网络（AFNet）来提高超高分辨率（VHR）遥感图像分割的性能。

AFNet: Adaptive Fusion Network for Remote Sensing Image Semantic Segmentation

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adaptive fusion module
自适应融合模块

In this regard, we propose an end-to-end ensemble fully convolutional network (EFCNet), which mainly includes two modules: the adaptive fusion module (AFM) and the separable convolutional module (SCM).

对此，我们提出了一种端到端集成全卷积网络（EFCNet），主要包括两个模块：自适应融合模块（AFM）和可分离卷积模块（SCM）。

EFCNet: Ensemble Full Convolutional Network for Semantic Segmentation of High-Resolution Remote Sensing Images

adaptive fusion module
自适应融合模块

Finally, the tracking result is determined by the designed adaptive fusion module that conduces to the elevation of the tracking accuracy.

最后，跟踪结果由设计的自适应融合模块确定，有助于提高跟踪精度。

Target Tracking Based on Multiparameter Adaptive Adjustment for Autonomous Aerial Refueling

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adaptive fusion scheme

Importantly, we show that it has a good generalization ability, and moreover, exploits temporal information more effectively via its adaptive fusion scheme.

重要的是，我们证明了它具有良好的泛化能力，此外，通过其自适应融合方案更有效地利用时间信息。

A Gated Fusion Network for Dynamic Saliency Prediction

adaptive fusion scheme

Based upon an observation that most of the salient objects may stand out at least in one modality, this paper proposes an adaptive fusion scheme to fuse saliency predictions generated from two modalities.

基于大多数显着对象可能至少在一种模态中脱颖而出的观察，本文提出了一种自适应融合方案来融合从两种模态生成的显着性预测。

Adaptive Fusion for RGB-D Salient Object Detection

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adaptive fusion model

This study was produced with a modified hierarchical spatiotemporal adaptive fusion model (HSTAFM) by integrating both Landsat and MODIS data.

本研究是通过整合 Landsat 和 MODIS 数据，使用改进的分层时空自适应融合模型 (HSTAFM) 生成的。

Mapping inundation dynamics in a heterogeneous floodplain: Insights from integrating observations and modeling approach

adaptive fusion model

In addition, we present an adaptive fusion model to integrate multi-cue extracted for each evaluated particle.

此外，我们提出了一个自适应融合模型来集成为每个评估粒子提取的多线索。

Robust object tracking with crow search optimized multi-cue particle filter

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adaptive fusion rule

Based on pyramidal and residual learning units, the proposed model, strengthened with adaptive fusion rules, is tested on image pairs from a standard dataset.

基于金字塔和残差学习单元，通过自适应融合规则加强了所提出的模型，在标准数据集中的图像对上进行了测试。

Adaptive Multimodal Image Fusion with a Deep Pyramidal Residual Learning Network

adaptive fusion rule

In addition, the CNN, which can be seen as an adaptive fusion rule, replaces the traditional fusion rules.

此外，CNN可以看作是一种自适应融合规则，取代了传统的融合规则。

Multifocus image fusion using convolutional neural networks in the discrete wavelet transform domain

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adaptive fusion algorithm

Next, an adaptive fusion algorithm is designed to fuse both BCM and CCM.

接下来，设计了一种自适应融合算法来融合 BCM 和 CCM。

A Hybrid of Background Scatter and Foreground Contour Completeness for Salient Object Detection

adaptive fusion algorithm

Our method uses a robust adaptive fusion algorithm based on the unscented Kalman filter.

我们的方法使用基于无迹卡尔曼滤波器的鲁棒自适应融合算法。

State Estimation for Aerial Vehicles in Forest Environments

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adaptive fusion mechanism
自适应融合机制

Then we adopt an adaptive fusion mechanism to learn complementary spatial features, making our feature extractor more discriminative.

然后我们采用自适应融合机制来学习互补的空间特征，使我们的特征提取器更具辨别力。

Multi-scale single-stage pose detection with adaptive sample training in the classroom scene

adaptive fusion mechanism
自适应融合机制

Furthermore, we introduce Adaptive Fusion Mechanism to guide the design of encoders for efficient feature fusion in the specific subtask.

此外，我们引入了自适应融合机制来指导编码器的设计，以在特定子任务中实现高效的特征融合。

AFD-Net: Adaptive Fully-Dual Network for Few-Shot Object Detection

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adaptive fusion approach

This paper proposes a novel physically motivated Color/Illuminance-Aware data-augmentation (CIADA) scheme and a style-adaptive fusion approach to address these issues.

本文提出了一种新颖的物理驱动的颜色/照度感知数据增强 (CIADA) 方案和一种风格自适应融合方法来解决这些问题。

A Color/Illuminance Aware Data Augmentation and Style Adaptation Approach to Person Re-Identification

adaptive fusion approach

Finally, we propose a new adaptive fusion approach to improve the tracking robustness and accuracy.

最后，我们提出了一种新的自适应融合方法来提高跟踪的鲁棒性和准确性。

Complementary learners for visual tracking

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adaptive fusion weight

We also learn an adaptive fusion weight for each camera view to reflect its feature quality in order to reduce the chance that good features are undesirably corrupted by “bad” views.

我们还学习了每个相机视图的自适应融合权重，以反映其特征质量，以减少好的特征被“坏”视图破坏的可能性。

AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the Wild

adaptive fusion weight

Through this process, the proposed model could transfer differences between different axial signals as adaptive fusion weights.

通过这个过程，所提出的模型可以将不同轴向信号之间的差异作为自适应融合权重传递。

Tri-axial vibration information fusion model and its application to gear fault diagnosis in variable working conditions

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10.1109/TIP.2020.3031173

To this end, we present a novel Hierarchical Paired Channel Fusion Network (HPCFNet), which utilizes the adaptive fusion of paired feature channels.

为此，我们提出了一种新颖的分层配对通道融合网络（HPCFNet），它利用配对特征通道的自适应融合。

Hierarchical Paired Channel Fusion Network for Street Scene Change Detection

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10.1007/S10489-020-02114-3

Therefore, we propose an interactive image segmentation algorithm by adaptive fusion with multi-scale features (AFMSF).

因此，我们提出了一种自适应融合多尺度特征（AFMSF）的交互式图像分割算法。

Adaptive fusion with multi-scale features for interactive image segmentation

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10.17762/TURCOMAT.V12I7.3054

In this paper, we extant a novel grouping procedure grounded on A Neoteric-Adaptive Fusion of Fuzzy C-Means (NAF-FCM) for image separation which might be useful on broad images and exact images like medicinal and atomic images, seized using communal digital cameras and Charged-Couple Device cameras.

在本文中，我们提出了一种基于模糊 C 均值的新时代自适应融合 (NAF-FCM) 的新型分组程序，用于图像分离，这可能对广泛的图像和精确的图像（如医学和原子图像）有用，使用公共数字捕获相机和充电耦合设备相机。

Image Segmentation Using A Neoteric-Adaptive Fusion Of Fuzzy C-Means Clustering Model And Fuzzy Svm

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10.1109/IEIT53597.2021.00060

At the same time, VggNet-16 network is used to extract the shallow and deep features of the image, and adaptive fusion of the two features.

同时采用VggNet-16网络提取图像的浅层和深层特征，并自适应融合两种特征。

Object tracking algorithm based on fusion of SiamFC and Feature Pyramid Network

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10.3390/RS13081476

Subsequently, adaptive fusion is performed independently at each image scale, followed by a threshold method to produce potential road maps.

随后，在每个图像尺度上独立执行自适应融合，然后使用阈值方法生成潜在的路线图。

A Multiscale Method for Road Network Extraction from High-Resolution SAR Images Based on Directional Decomposition and Regional Quality Evaluation

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10.1016/J.IJLEO.2021.166413

In past, several multimodal fusion approaches were developed by various researchers, even so, adaptive fusion and robustness are challenging tasks in clinical diagnosis.

过去，各种研究人员开发了几种多模态融合方法，即便如此，自适应融合和鲁棒性在临床诊断中仍是具有挑战性的任务。

Optimum weighted multimodal medical image fusion using particle swarm optimization

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10.1109/TCSVT.2021.3121679

These two modules are fed to two branches and stacked separately in a chain structure for adaptive fusion of hierarchical features and distillation of valid information.

这两个模块被馈送到两个分支，并以链状结构分别堆叠，以自适应融合分层特征和提炼有效信息。

Dense Dual-Attention Network for Light Field Image Super-Resolution

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10.1109/SPAC53836.2021.9539983

Aiming at such problem, this paper proposes a Siamese target tracking algorithm with adaptive fusion of multilayer convolutional feature tracking results.

针对这一问题，本文提出了一种自适应融合多层卷积特征跟踪结果的Siamese目标跟踪算法。

Single Target Tracking Algorithm Based On Adaptive Fusion Of Multi-layer Convolution Features

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10.1109/TIP.2020.3045634

Moreover, a pixel-level refining model based on online moving object detection and adaptive fusion is proposed to enhance the tracking robustness in satellite videos.

此外，提出了一种基于在线运动目标检测和自适应融合的像素级细化模型，以增强卫星视频的跟踪鲁棒性。

HRSiam: High-Resolution Siamese Network, Towards Space-Borne Satellite Video Tracking

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10.1109/IJCNN52387.2021.9534256

Then we introduce spatial attention fusion mechanism for the adaptive fusion of features derived from edge maps and blurry images, and those representing shallow fine-grained details and in-depth abstract features.

然后我们引入空间注意力融合机制，用于自适应融合边缘图和模糊图像的特征，以及表示浅层细粒度细节和深度抽象特征的特征。

Edge Prior and Spatial Attention Fusion Enhanced Hierarchical Multi-Patch Network for Image Deblurring

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10.3233/JIFS-189805

Therefore, this research aims at the digital inclusive risk prediction of financial institutions and personal risk prediction respectively, and proposes a financial risk prediction method based on the adaptive fusion of multi-source heterogeneous data, which can improve the effect of financial risk prediction through the effective use of multi-source data.

因此，本研究分别针对金融机构的数字普惠风险预测和个人风险预测，提出一种基于多源异构数据自适应融合的金融风险预测方法，通过有效利用多源数据。

Digital financial inclusion risk prevention based on machine learning and neural network algorithms

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10.1109/TIP.2021.3094739

The key novelty of our method is the adaptive fusion of RGB and NIR signals for HR estimation based on the analysis of background illumination variations.

我们方法的关键新颖之处在于基于背景照明变化分析的 RGB 和 NIR 信号的自适应融合以进行 HR 估计。

Non-Contact Heart Rate Estimation via Adaptive RGB/NIR Signal Fusion

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10.1155/2021/5124841

*is paper proposes a state estimation method based on adaptive fusion of multiple kernel functions to improve the accuracy of system state estimation.

*is论文提出了一种基于多核函数自适应融合的状态估计方法，以提高系统状态估计的准确性。

A Nonlinear System State Estimation Method Based on Adaptive Fusion of Multiple Kernel Functions

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10.3390/rs13040548

2) At‐ tention‐based adaptive fusion of multi‐temporal and multi‐level deep representations is developed to exploit the spatio‐temporal dependencies of deep representations and enhance the feature repre‐ sentation capability of the network.

2）开发了基于注意力的多时间和多层次深度表示的自适应融合，以利用深度表示的时空依赖性并增强网络的特征表示能力。

Semi-Supervised Multi-Temporal Deep Representation Fusion Network for Landslide Mapping from Aerial Orthophotos

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10.5220/0007367301350144

Across multiple datasets, we demonstrate that an adaptive fusion of pre-trained models can obtain favorable results.

在多个数据集上，我们证明了预训练模型的自适应融合可以获得良好的结果。

All Together Now! The Benefits of Adaptively Fusing Pre-trained Deep Representations

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10.1016/J.JVCIR.2019.02.014

In this paper, we evaluate the adaptive fusion of convolutional-features learned by convolutional layers from real-world face images and deep CNN generated face images for face liveness detection.

在本文中，我们评估了卷积层从真实世界的人脸图像和深度 CNN 生成的人脸图像中学习到的卷积特征的自适应融合，用于人脸活度检测。

Face liveness detection using convolutional-features fusion of real and deep network generated face images

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10.1109/ICIP.2019.8803673

The key novelty of our method is to introduce a scheme for adaptive fusion of RGB and NIR signals for HR estimation, by analyzing variations in the background illuminations.

我们方法的关键新颖之处在于通过分析背景照明的变化，引入了一种用于 HR 估计的 RGB 和 NIR 信号的自适应融合方案。

Adaptive Fusion of RGB/NIR Signals Based on Face/Background Cross-Spectral Analysis for Heart Rate Estimation

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10.3390/ijgi8010028

To tackle this issue, this paper proposes a modified two-branch convolutional neural network for the adaptive fusion of hyperspectral imagery (HSI) and Light Detection and Ranging (LiDAR) data.

为了解决这个问题，本文提出了一种改进的双分支卷积神经网络，用于自适应融合高光谱图像（HSI）和光检测和测距（LiDAR）数据。

Multisource Hyperspectral and LiDAR Data Fusion for Urban Land-Use Mapping based on a Modified Two-Branch Convolutional Neural Network

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10.1109/ICCAIS46528.2019.9074639

Aiming at this problem, short-term load forecasting algorithm based on adaptive fusion of mixed kernel function is proposed.

针对这一问题，提出了基于混合核函数自适应融合的短期负荷预测算法。

Short-term Load Forecasting of Power System Based on Adaptive Fusion of Mixed Kernel Function *

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10.1016/J.PATCOG.2019.106977

This graph including graph structure, node weights and edge weights is dynamically learned in a unified ADMM (alternating direction method of multipliers)-based optimization framework, in which the modality weights are also incorporated for adaptive fusion of multiple source data.

该图包括图结构、节点权重和边权重，在统一的基于 ADMM（乘法器的交替方向方法）的优化框架中动态学习，其中还结合了模态权重，用于多源数据的自适应融合。

RGB-T Object Tracking: Benchmark and Baseline

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10.1109/JIOT.2019.2911669

Therefore, adaptive fusion of the information from multiple domains is mandatory for multiview human action recognition.

因此，多域人类行为识别的自适应融合是必不可少的。

Adaptive Fusion and Category-Level Dictionary Learning Model for Multiview Human Action Recognition

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10.1371/journal.pone.0215136

The MapReduce parallel programming model on the Hadoop platform is used to perform an adaptive fusion of hue, local binary pattern (LBP) and scale-invariant feature transform (SIFT) features extracted from images to derive optimal combinations of weights.

Hadoop 平台上的 MapReduce 并行编程模型用于对从图像中提取的色调、局部二值模式 (LBP) 和尺度不变特征变换 (SIFT) 特征进行自适应融合，以得出最佳的权重组合。

Improved support vector machine classification algorithm based on adaptive feature weight updating in the Hadoop cluster environment

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10.1145/3377713.3377715

This strategy firstly sets a partition for each perspective, and then obtains a fusion weight matrix through adaptive learning to carry out adaptive fusion for the partition of each perspective, and at the same time integrates the feature extraction process into the clustering task, and finally obtains the global partition result by using the perspective integration method.

该策略首先为每个视角设置一个分区，然后通过自适应学习得到一个融合权重矩阵，对每个视角的分区进行自适应融合，同时将特征提取过程融入到聚类任务中，最终得到采用透视积分法得到全局分区结果。

Multi-view Fuzzy Clustering Algorithm Based on Non-Negative Matrix Factorization and Partition Adaptive Fusion

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10.1117/12.2524244

To address this problem, a robust tracking algorithm based on adaptive fusion of multilayer response maps is proposed.

针对这一问题，提出了一种基于多层响应图自适应融合的鲁棒跟踪算法。

Covariance intersection fusion for visual tracking with hierarchical features

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10.1016/J.IJLEO.2019.02.008

Background prediction is acquired by a unified multi-scale temporal profile (UMTP) model with adaptive fusion and corrected by the 3 σ criterion.

背景预测是通过具有自适应融合的统一多尺度时间剖面 (UMTP) 模型获得的，并通过 3 σ 标准进行校正。

Infrared small dim target detection based on region proposal

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10.1016/J.PATCOG.2019.05.008

Moreover, in order to achieve a robust inference, we propose to employ two late-fusion approaches: average fusion and adaptive fusion.

此外，为了实现稳健的推理，我们建议采用两种后期融合方法：平均融合和自适应融合。

CycleMatch: A cycle-consistent embedding network for image-text matching

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Adaptive Fusion 自适应融合