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Enhanced Comparative Analysis of Pretrained and Custom Deep Convolutional Neural Networks for Galaxy Morphology Classification
Published 2025-03-01“…Our results indicate that the custom model achieves an accuracy of 67%, while the ResNet50 and EfficientNetB5 models achieve 80 and 87% accuracy, respectively. …”
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2602
chromo-thermodynamics, thermochemical waves, Joule-Thomson expansion, dual quantum isomorphism, global warming, astrophysics
Published 2025-03-01“…The proposed approach leverages the power of convolutional neural networks (CNNs) to imitate the visual perception and navigation abilities of homing pigeons, enabling the vehicle to navigate using solely real- time visual data with limited or no GPS information. Two pre-trained CNN’s (SqueezeNet and GoogLeNet) are selected and re-trained with Google Maps imagery, enabling them to efficiently learn and generalize from the diverse visual attributes present in the map. …”
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A physically consistent dataset of water-energy-carbon fluxes across the Soil-Plant-Atmosphere Continuum
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2604
DualCMNet: a lightweight dual-branch network for maize variety identification based on multi-modal feature fusion
Published 2025-05-01“…Additionally, existing multimodal methods face high computational complexity, making it difficult to balance accuracy and efficiency.MethodsBased on multi-modal data from 11 maize varieties, this paper presents DualCMNet, a novel dual-branch deep learning framework that utilizes a one-dimensional convolutional neural network (1D-CNN) for hyperspectral data processing and a MobileNetV3 network for spatial feature extraction from images. …”
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Dry fruit image classification using stacking ensemble model
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A Physics-Enhanced Network for Predicting Sequential Satellite Images of Typhoon Clouds
Published 2025-01-01“…Sequential satellite imagery of typhoon clouds, which is rich in spatiotemporal information, plays a critical role in understanding their formation, development, and evolutionary dynamics. …”
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Lightweight Attention-Based CNN Architecture for CSI Feedback of RIS-Assisted MISO Systems
Published 2025-07-01“…To address this challenge, this paper proposes LwCSI-Net, a lightweight autoencoder network specifically designed for RIS-assisted multiple-input single-output (MISO) systems, aiming to achieve efficient and low-complexity CSI feedback. …”
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Predicting housing price, housing density, and green area coverage from combined satellite and street view imagery using deep learning
Published 2025-08-01“…Focusing on Lisbon, a European city facing rising housing prices, this research used EfficientNetB0, a pre-trained model originally used for object recognition on the ImageNet dataset, which successfully generalized its learning to interpret urban imagery. …”
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Comparison of Deep and Machine Learning Approaches for Quebec Tree Species Classification Using a Combination of Multispectral and LiDAR Data
Published 2024-12-01“…Accessing tree species information is required for making appropriate decisions in forest management. 3D photo-interpretation using high spatial resolution aerial imagery is used to provide information on tree species in the province of Quebec. …”
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Deep learning-based potato leaf disease classification and severity assessment
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2619
BDHerbalPlants: augmented and curated herbal plants image dataset for classificationMendeley Data
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2620
The buried giant: Construction materials shape the environmental footprint of buildings
Published 2022-12-01“…Several aspects will be covered such as information sources, modelling and methodology, environmental impacts (pollutants and resources) covered in the LCIs, IT resources and solutions, and information policies.…”
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