mlsanityData to 14 Oct 2026

GaborNet: Gabor filters with learnable parameters in deep convolutional neural networks

arXiv 1904.13204 ↗First posted 30 Apr 2019cs.CV cs.LG eess.IVcited by 17

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Abstract (arXiv)

The article describes a system for image recognition using deep convolutional neural networks. Modified network architecture is proposed that focuses on improving convergence and reducing training complexity. The filters in the first layer of the network are constrained to fit the Gabor function. The parameters of Gabor functions are learnable and are updated by standard backpropagation techniques. The system was implemented on Python, tested on several datasets and outperformed the common convolutional networks.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 30 Apr 2019.

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Citing papers per year: 2021: 2; 2022: 6; 2023: 0; 2024: 5; 2025: 2; 2026: 2.

17 papers.

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  1. 2021Parametric Scattering Networkscited by 16
  2. 2022Shared Manifold Learning Using a Triplet Network for Multiple Sensor Translation and Fusion with Missing Datacited by 5
  3. 2024Revisiting 360 Depth Estimation with PanoGabor: A New Fusion Perspectivecited by 5
  4. 2022Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regionscited by 4
  5. 2025Flow-NeRF: Joint Learning of Geometry, Poses, and Dense Flow within Unified Neural Representationscited by 3
  6. 2022Frequency Dropout: Feature-Level Regularization via Randomized Filteringcited by 2
  7. 2024MomentsNeRF: Leveraging Orthogonal Moments for Few-Shot Neural Renderingcited by 2
  8. 2025Bridging Classical and Modern Computer Vision: PerceptiveNet for Tree Crown Semantic Segmentationcited by 2
  9. 2022GraSens: A Gabor Residual Anti-aliasing Sensing Framework for Action Recognition using WiFicited by 1
  10. 2022What do CNNs Learn in the First Layer and Why? A Linear Systems Perspectivecited by 1
  11. 2021Stroke Lesion Segmentation with Visual Cortex Anatomy Alike Neural Netscited by 0
  12. 2022Rega-Net:Retina Gabor Attention for Deep Convolutional Neural Networkscited by 0
5 more
  1. 2024Understanding and Improving CNNs with Complex Structure Tensor: A Biometrics Studycited by 0
  2. 2024Modulated differentiable STFT and balanced spectrum metric for freight train wheelset bearing cross-machine transfer monitoring under speed fluctuationscited by 0
  3. 2024Parametric PerceptNet: A bio-inspired deep-net trained for Image Quality Assessmentcited by 0
  4. 2026Reparameterization through Coverings and Topological Weight Priorscited by 0
  5. 2026Explicit Over Implicit: Enhancing CNNs Via Complex Structure Tensor Representations for Periocular Recognitioncited by 0