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Robust classification

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Showing 51–100 of 295 papers

TitleStatusHype
AlleNoise: large-scale text classification benchmark dataset with real-world label noiseCode1
Robust Image Classification in the Presence of Out-of-Distribution and Adversarial Samples Using Attractors in Neural Networks—0
Heart Sound Segmentation Using Deep Learning Techniques—0
RU-AI: A Large Multimodal Dataset for Machine-Generated Content DetectionCode1
Robust Classification by Coupling Data Mollification with Label SmoothingCode0
Improving Accuracy-robustness Trade-off via Pixel Reweighted Adversarial TrainingCode1
Enhanced Multimodal Content Moderation of Children's Videos using Audiovisual FusionCode0
M3D: Manifold-based Domain Adaptation with Dynamic Distribution for Non-Deep Transfer Learning in Cross-subject and Cross-session EEG-based Emotion Recognition—0
Coordinated Sparse Recovery of Label Noise—0
Policy Learning for Optimal Dynamic Treatment Regimes with Observational Data—0
CBGT-Net: A Neuromimetic Architecture for Robust Classification of Streaming DataCode0
Leveraging advances in machine learning for the robust classification and interpretation of networks—0
FakeWatch: A Framework for Detecting Fake News to Ensure Credible Elections—0
Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification—0
epsilon-Mesh Attack: A Surface-based Adversarial Point Cloud Attack for Facial Expression RecognitionCode1
Ransomware detection using stacked autoencoder for feature selection—0
TriAug: Out-of-Distribution Detection for Imbalanced Breast Lesion in Ultrasound—0
Diffusion Models are Certifiably Robust ClassifiersCode1
MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed ClassifiersCode0
Exploiting GPT-4 Vision for Zero-shot Point Cloud Understanding—0
CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification—0
Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural NetworksCode0
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet AccuracyCode1
Learning Optimal Classification Trees Robust to Distribution Shifts—0
VECHR: A Dataset for Explainable and Robust Classification of Vulnerability Type in the European Court of Human RightsCode0
Extended target tracking utilizing machine-learning software -- with applications to animal classification—0
GReAT: A Graph Regularized Adversarial Training Method—0
Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class ImbalanceCode1
centroIDA: Cross-Domain Class Discrepancy Minimization Based on Accumulative Class-Centroids for Imbalanced Domain Adaptation—0
Robustifying Point Cloud Networks by RefocusingCode0
Distributionally Robust Classification on a Data BudgetCode0
FaFCNN: A General Disease Classification Framework Based on Feature Fusion Neural Networks—0
Robust Surgical Tools Detection in Endoscopic Videos with Noisy Data—0
Computational Asymmetries in Robust ClassificationCode0
Robust Classification of High-Dimensional Data using Data-Adaptive Energy DistanceCode0
Revisiting Image Classifier Training for Improved Certified Robust Defense against Adversarial Patches—0
Explainable AI and Machine Learning Towards Human Gait Deterioration Analysis—0
Frequency-Based Vulnerability Analysis of Deep Learning Models against Image CorruptionsCode0
EventCLIP: Adapting CLIP for Event-based Object RecognitionCode1
Fourier Test-time Adaptation with Multi-level Consistency for Robust Classification—0
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial RobustnessCode0
A Robust Classifier Under Missing-Not-At-Random Sample Selection Bias—0
Robust Classification via a Single Diffusion ModelCode1
Stratified Adversarial Robustness with RejectionCode0
Enhanced Multi-level Features for Very High Resolution Remote Sensing Scene Classification—0
Thermal Spread Functions (TSF): Physics-guided Material ClassificationCode0
Class-Conditioned Transformation for Enhanced Robust Image ClassificationCode0
EPiC: Ensemble of Partial Point Clouds for Robust ClassificationCode0
On the Role of Randomization in Adversarially Robust Classification—0
Leaving Reality to Imagination: Robust Classification via Generated DatasetsCode1
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