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301
CrackNet: A Hybrid Model for Crack Segmentation with Dynamic Loss Function
Published 2024-11-01“…To address these challenges, this research proposes a novel hybrid network, named CrackNet, which leverages the strengths of both CNN and transformer. …”
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302
EGD-Net: Eigenimage Guided Diffusion Network for Hyperspectral Mixed Noise Removal
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303
Advanced fault detection in photovoltaic panels using enhanced U-Net architectures
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304
Improved FraSegNet-Based Rock Nodule Identification Method and Application
Published 2025-04-01“…The primary improvements are as follows: (1) Multi-scale feature extraction: Leveraging the ResNet101 architecture for the effective extraction of detailed information from nodal images. (2) Better attention mechanisms: The SE module focuses on nodal regions, resulting in clearer and more refined feature representations. (3) Dynamic learning strategies: I incorporation of cosine annealing and warm-up techniques to optimize training efficiency. …”
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305
An experimental study of U-net variants on liver segmentation from CT scans
Published 2025-03-01“…We have conducted this research on computed tomography scan images from three standard datasets, namely, 3DIRCADb, CHAOS, and LiTS datasets. The U-Net architecture has become a mainstay in contemporary research on medical picture segmentation due to its success in preserving contextual information and capturing fine features. …”
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306
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307
Noise Robust Underwater Fishing Net Recognition Based on Range Gated Imaging
Published 2024-01-01“…The proposed SFNR-Net introduces an auxiliary semantic segmentation module (ASSM) to introduce extra semantic information and enhance feature representation under noisy conditions. …”
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308
SwinD-Net: a lightweight segmentation network for laparoscopic liver segmentation
Published 2024-12-01“…We propose a novel network SwinD-Net based on Skip connections, incorporating Depthwise separable convolutions and Swin Transformer Blocks. …”
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309
MEViT: Generalization of Deepfake Detection With Meta-Learning EfficientNet Vision Transformer
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310
Application of ASP-NET technology based on B/S architecture in teacher management system
Published 2025-06-01“…Abstract It is the realistic choice and inevitable trend of modern education development to change the traditional education mode through information technology and then promote the modernization of education with education informatization. …”
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311
The influence of different environmental factors toward Vietnam's net-zero emissions goal
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312
Employing Huber and TAP Losses to Improve Inter-SubNet in Speech Enhancement
Published 2024-10-01“…Inter-SubNet is a single-channel speech enhancement framework that enhances the sub-band spectral model by integrating global spectral information, such as cross-band relationships and patterns. …”
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313
StomachNet: Optimal Deep Learning Features Fusion for Stomach Abnormalities Classification
Published 2020-01-01“…The resultant fusion images are then passed to ResNet101 pre-trained model and trained once again using deep transfer learning. …”
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314
An Improved U-Net-Based Framework for Estimating River Surface Flow Velocity
Published 2025-01-01“…MethodsMethods A dual-output branch structure was designed within an improved U-Net architecture to simultaneously supervise velocity distribution and pixel displacement values, enhancing feature representation and model robustness. …”
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315
Surface Defect Detection of Frozen Dumplings Based on Improved RetinaNet Model
Published 2025-03-01“…By adding the path aggregation network (PAN) structure behind the feature pyramid networks (FPN) structure to form a bidirectional feature fusion module, the fusion ability of target multi-scale feature information could be improved. Results: The online detection accuracy of the GX-RetinaNet network for surface defects of quick-frozen dumplings under industrial field conditions was better than that of several mainstream target detection networks. …”
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316
EmotionNet-X: An Optimized CNN Architecture for Robust Facial Emotion Analysis
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317
Deep Learning Innovations: ResNet Applied to SAR and Sentinel-2 Imagery
Published 2025-06-01“…The findings indicate substantial enhancements compared to current classification methods, such as U-Net, Vision Transformer (ViT), and OBIA, underscoring ResNet’s transformative capacity to elevate the precision of land use classification.…”
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318
BenthicNet: A global compilation of seafloor images for deep learning applications
Published 2025-02-01“…Here we present BenthicNet: a global compilation of seafloor imagery designed to support the training and evaluation of large-scale image recognition models. …”
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319
Construction and Application of Monitoring System for Green Tarpaulin Cover Net in Mega Cities
Published 2025-03-01“…There is still a gap in research in this field both domestically and internationally, and there is an urgent need for a scientific and systematic monitoring system to support the effective promotion of the special work of “net uncovering for greening”.MethodsTaking the special work of “net uncovering for greening” in Beijing as an example, this research combines the technical means of remote sensing interpretation and deep learning with the U-Net model to train the samples of tarpaulin cover. …”
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320