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Binary Classification

Papers

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Showing 901–950 of 2574 papers

TitleStatusHype
Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification—0
Rolling Lookahead Learning for Optimal Classification TreesCode0
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis—0
Deep reproductive feature generation framework for the diagnosis of COVID-19 and viral pneumonia using chest X-ray images—0
Optimal PAC Bounds Without Uniform Convergence—0
MisRoBÆRTa: Transformers versus MisinformationCode0
D-SVM over Networked Systems with Non-Ideal Linking Conditions—0
Noisy Correspondence Learning with Meta Similarity CorrectionCode1
Enhancing Self-Supervised Learning for Remote Sensing with Elevation Data: A Case Study with Scarce And High Level Semantic LabelsCode0
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision—0
Learning Optimal Fair Scoring Systems for Multi-Class Classification—0
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical LearningCode0
Detection of COVID19 in Chest X-Ray Images Using Transfer Learning—0
Interpretable Multi Labeled Bengali Toxic Comments Classification using Deep LearningCode0
Language-aware Multiple Datasets Detection Pretraining for DETRs—0
Generalization with Reverse-Calibration of Well and Seismic Data Using Machine Learning Methods for Complex Reservoirs Predicting During Early-Stage Geological Exploration Oil Field—0
Detecting and Grounding Multi-Modal Media ManipulationCode2
On the Variance of Neural Network Training with respect to Test Sets and Distributions—0
Multiclass Online Learning and Uniform Convergence—0
LatentForensics: Towards frugal deepfake detection in the StyleGAN latent space—0
NN-Copula-CD: A Copula-Guided Interpretable Neural Network for Change Detection in Heterogeneous Remote Sensing Images—0
Neuro-symbolic Rule Learning in Real-world Classification TasksCode0
A Video-based End-to-end Pipeline for Non-nutritive Sucking Action Recognition and Segmentation in Young InfantsCode0
Beyond Toxic: Toxicity Detection Datasets are Not Enough for Brand Safety—0
Exploring the Interplay Between Colorectal Cancer Subtypes Genomic Variants and Cellular Morphology: A Deep-Learning ApproachCode0
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images—0
Dens-PU: PU Learning with Density-Based Positive Labeled Augmentation—0
ResDTA: Predicting Drug-Target Binding Affinity Using Residual Skip Connections—0
Transfer learning method in the problem of binary classification of chest X-raysCode0
High-Dimensional Penalized Bernstein Support Vector Machines—0
Forecasting Particle Accelerator Interruptions Using Logistic LASSO Regression—0
Applying unsupervised keyphrase methods on concepts extracted from discharge sheets—0
Positive Unlabeled Learning Selected Not At Random (PULSNAR): class proportion estimation when the SCAR assumption does not holdCode0
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single ModelsCode0
Leveraging Pretrained Representations with Task-related Keywords for Alzheimer's Disease Detection—0
Transformer Models for Acute Brain Dysfunction Prediction—0
Optimizing Convolutional Neural Networks for Chronic Obstructive Pulmonary Disease Detection in Clinical Computed Tomography Imaging—0
VMCDL: Vulnerability Mining Based on Cascaded Deep Learning Under Source Control Flow—0
A Test Statistic Estimation-based Approach for Establishing Self-interpretable CNN-based Binary Classifiers—0
Automatic Debiased Learning from Positive, Unlabeled, and Exposure Data—0
On the Implicit Bias of Linear Equivariant Steerable Networks—0
Learning Label Encodings for Deep RegressionCode0
Evaluation of Confidence-based Ensembling in Deep Learning Image Classification—0
On the complexity of PAC learning in Hilbert spaces—0
Sparse-penalized deep neural networks estimator under weak dependence—0
Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models—0
Interactive Segmentation as Gaussian Process ClassificationCode1
Masked Relation Learning for DeepFake DetectionCode1
Complementary to Multiple Labels: A Correlation-Aware Correction Approach—0
On the Hardness of Robustness Transfer: A Perspective from Rademacher Complexity over Symmetric Difference Hypothesis Space—0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified