mlsanityData to 7 Oct 2026

Deep Scattering Spectrum

arXiv 1304.6763 ↗First posted 24 Apr 2013cs.SD cs.IT math.ITcited by 52

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Abstract (arXiv)

A scattering transform defines a locally translation invariant representation which is stable to time-warping deformations. It extends MFCC representations by computing modulation spectrum coefficients of multiple orders, through cascades of wavelet convolutions and modulus operators. Second-order scattering coefficients characterize transient phenomena such as attacks and amplitude modulation. A frequency transposition invariant representation is obtained by applying a scattering transform along log-frequency. State-the-of-art classification results are obtained for musical genre and phone classification on GTZAN and TIMIT databases, respectively.

Key facts. Cited by 52 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Apr 2013.

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Citing papers per year: 2021: 12; 2022: 13; 2023: 3; 2024: 5; 2025: 10; 2026: 9.

52 papers.

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  1. 2022HEAR: Holistic Evaluation of Audio Representationscited by 77
  2. 2021LEAF: A Learnable Frontend for Audio Classificationcited by 69
  3. 2021Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Seriescited by 29
  4. 2022Skeleton-Parted Graph Scattering Networks for 3D Human Motion Predictioncited by 29
  5. 2022Investigation of Data Augmentation Techniques for Disordered Speech Recognitioncited by 27
  6. 2021Parametric Scattering Networkscited by 15
  7. 2021FastAudio: A Learnable Audio Front-End for Spoof Speech Detectioncited by 8
  8. 2021InQSS: a speech intelligibility and quality assessment model using a multi-task learning networkcited by 7
  9. 2021Learnable MFCCs for Speaker Verificationcited by 6
  10. 2022Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function Spacescited by 6
  11. 2022Statistical Hypothesis Testing Based on Machine Learning: Large Deviations Analysiscited by 6
  12. 2022Minimalistic Unsupervised Learning with the Sparse Manifold Transformcited by 6
38 more
  1. 2022Bioinspired random projections for robust, sparse classificationcited by 4
  2. 2022Physics-assisted Generative Adversarial Network for X-Ray Tomographycited by 3
  3. 2024WhaleNet: a Novel Deep Learning Architecture for Marine Mammals Vocalizations on Watkins Marine Mammal Sound Databasecited by 3
  4. 2024One Wave To Explain Them All: A Unifying Perspective On Feature Attributioncited by 3
  5. 2026WaveScat: Wavelet Scattering Front-Ends with Self-Supervised Features for Speech Deepfake Detectioncited by 3
  6. 2021Deep scattering network for speech emotion recognitioncited by 2
  7. 2023Differential Newborn Face Morphing Attack Detection using Wavelet Scatter Networkcited by 2
  8. 2024Landmark Alternating Diffusioncited by 2
  9. 2026Separation Capacity of Scattering Networkscited by 2
  10. 2021A Methodology for Exploring Deep Convolutional Features in Relation to Hand-Crafted Features with an Application to Music Audio Modelingcited by 1
  11. 2021MS-SincResNet: Joint learning of 1D and 2D kernels using multi-scale SincNet and ResNet for music genre classificationcited by 1
  12. 2021Advantage of Machine Learning over Maximum Likelihood in Limited-Angle Low-Photon X-Ray Tomographycited by 1
  13. 2022Learning neural audio features without supervisioncited by 1
  14. 2022Graceful Forgetting II. Data as a Processcited by 1
  15. 2023Time Scale Network: A Shallow Neural Network For Time Series Datacited by 1
  16. 2024Hierarchical Invariance for Robust and Interpretable Vision Tasks at Larger Scalescited by 1
  17. 2025The Maximal Overlap Discrete Wavelet Scattering Transform and Its Application in Classification Taskscited by 1
  18. 2025Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoningcited by 1
  19. 2025ChaosNexus: A Foundation Model for ODE-based Chaotic System Forecasting with Hierarchical Multi-scale Awarenesscited by 1
  20. 2025HTMA-Net: Towards Multiplication-Avoiding Neural Networks via Hadamard Transform and In-Memory Computingcited by 1
  21. 2026Scale-Equivariant Generative Forecasting: Weight-Tied Dilated Convolutions, Wavelet Scattering Inputs, and Spectral-Consistency Training for Self-Similar Time Seriescited by 1
  22. 2021Dynamic Texture Recognition via Nuclear Distances on Kernelized Scattering Histogram Spacescited by 0
  23. 2021Complementing Handcrafted Features with Raw Waveform Using a Light-weight Auxiliary Modelcited by 0
  24. 2022Radar-based Materials Classification Using Deep Wavelet Scattering Transform: A Comparison of Centimeter vs. Millimeter Wave Unitscited by 0
  25. 2022Interpretable Acoustic Representation Learning on Breathing and Speech Signals for COVID-19 Detectioncited by 0
  26. 2022Deep Scattering Spectrum germaneness to Fault Detection and Diagnosis for Component-level Prognostics and Health Management (PHM)cited by 0
  27. 2023Wavelet Scattering Transform for Improving Generalization in Low-Resourced Spoken Language Identificationcited by 0
  28. 2024P4: Towards private, personalized, and Peer-to-Peer learningcited by 0
  29. 2025SigWavNet: Learning Multiresolution Signal Wavelet Network for Speech Emotion Recognitioncited by 0
  30. 2025Explainable and Class-Revealing Signal Feature Extraction via Scattering Transform and Constrained Zeroth-Order Optimizationcited by 0
  31. 2025Graceful forgetting: Memory as a processcited by 0
  32. 2025Scattering Networks on Noncommutative Finite Groupscited by 0
  33. 2025MoCA: Multi-modal Cross-masked Autoencoder for Time Series in Digital Healthcited by 0
  34. 2025Wavelet Scattering Transform and Fourier Representation for Offline Detection of Malicious Clients in Federated Learningcited by 0
  35. 2026ScatterFusion: A Hierarchical Scattering Transform Framework for Enhanced Time Series Forecastingcited by 0
  36. 2026SCRAPL: Scattering Transform with Random Paths for Machine Learningcited by 0
  37. 2026On the stability of scale-space metricscited by 0
  38. 2026ChatImage: Navigating Long-Form LLM Answers through Interactive Imagescited by 0

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