Real-World Super-Resolution via Kernel Estimation and Noise Injection
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Sep 2, 2020 - Python
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noise-injection
Here are 14 public repositories matching this topic...
Code for "DeepDRR: A Catalyst for Machine Learning in Fluoroscopy-guided Procedures". https://arxiv.org/abs/1803.08606
machine-learning simulation pytorch segmentation monte-carlo-simulation x-ray noise-injection ray-casting fluoroscopy cone-beam material-decomposition
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Jan 7, 2026 - Python
Noise Injection Techniques provides a comprehensive exploration of methods to make machine learning models more robust to real-world bad data. This repository explains and demonstrates Gaussian noise, dropout, mixup, masking, adversarial noise, and label smoothing, with intuitive explanations, theory, and practical code examples.
data-science machine-learning deep-learning tabular-data pytorch dropout neural-networks regularization data-augmentation data-quality noise-injection label-smoothing mixup ai-research gaussian-noise ml-engineering model-robustness adversarial-ml ml-theory ml-robustness
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Nov 15, 2025
NINJA: Noise Inject agent tool to expose subtle and unintended message races
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Feb 9, 2026 - C++
Verification harness for quantum ML. A reproducible lab for stress-testing quantum models where predictive accuracy, identifiability, curvature, and robustness under noise can diverge.
reproducible-research noise-injection fisher-information quantum-simulation quantum-neural-networks low-data-regime variational-quantum-circuits barren-plateaus quantum-kernels support-recovery identifiability-collapse hessian-curvature ansatz-expressibility spectral-diagnostics manifold-telemetry deterministic-harness hardware-aware-qml qiskit-backend pennylane-backend cirq-backend
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Jan 25, 2026 - Python
EVT-based noise injection toolkit for evaluating time series forecasting robustness
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Mar 17, 2026 - Python
Noise-aware ML pipeline for large-scale agricultural yield prediction using PySpark and LightGBM, with feature and label noise simulation, mitigation, and distributed training.
data-science machine-learning big-data distributed-computing pyspark data-engineering data-analytics feature-engineering noise-injection noise-mitigation crop-yield-analysis
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Mar 13, 2026 - Python
Time series forecasting and classification using shared linear backbone with task-specific heads and forgetting mechanisms
deep-learning time-series neural-network forecasting classification noise-injection temporal-learning forgetting multivariate-forecasting pretrain-finetune
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May 1, 2026 - Python
Can language models recognize perturbations applied to their activations? Study this question via localization, classification, and in-context learning experiments.
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Apr 21, 2026 - Python
Scripts to inject noise into Google's GREAT code dataset to study memorization in neural code models.
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Jan 19, 2026 - Python
A modular IDS leveraging multi-sensor correlation, sliding-window analysis, statistical Z-score anomaly detection, EMA-based SYN flood detection, and rule-based heuristics. Features deduplication, noise resilience, and severity control, enabling accurate real-time detection of scans, brute-force attacks, and multi-stage intrusions.
security python3 ids alertmanager psutil noise-injection replay-attack z-score multi-source port-scan correlation-analysis tracemalloc syn-flood-attack scapy-library lateral-movement-attacks ema-strategy host-logs
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Apr 14, 2026 - Python
🔍 Enhance model robustness with noise injection techniques to tackle messy, real-world data and improve machine learning performance.
data-science deep-learning image-processing dropout neural-networks image-recognition regularization image-analysis cnn-keras data-augmentation data-quality privacy-enhancing-technologies noise-injection mixup gaussian-noise ml-engineering ml-theory ml-robustness
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May 4, 2026
📧 Detect spam emails easily using machine learning with TF-IDF Vectorizer and Naive Bayes for accurate and efficient filtering.
java nlp flask spam pipeline email detection cross-validation pytorch wordcloud nltk html-css-javascript bert datavisualization multinomial-naive-bayes noise-injection pythonanywhere
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May 4, 2026 - Python
📧 Detect spam emails with ease using machine learning and the Naive Bayes algorithm for fast, accurate results.
javascript python java html flask spam machine-learning ai deep-learning email nltk l1l2-regularization datavisualization outlook-addin noise-injection pythonanywhere phishing-detection optuna
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May 4, 2026 - Python
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