| MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities | May 2, 2022 | Anomaly DetectionDefect Detection | CodeCode Available | 2 |
| HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection | Jan 10, 2025 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| PepMNet: a hybrid deep learning model for predicting peptide properties using hierarchical graph representations | Dec 11, 2024 | Drug DesignProperty Prediction | CodeCode Available | 1 |
| Dual-stage Hyperspectral Image Classification Model with Spectral Supertoken | Jul 10, 2024 | ClassificationClassification Consistency | CodeCode Available | 1 |
| AlleNoise: large-scale text classification benchmark dataset with real-world label noise | Jun 24, 2024 | ClassificationLearning with noisy labels | CodeCode Available | 1 |
| RU-AI: A Large Multimodal Dataset for Machine-Generated Content Detection | Jun 7, 2024 | Robust classification | CodeCode Available | 1 |
| Improving Accuracy-robustness Trade-off via Pixel Reweighted Adversarial Training | Jun 2, 2024 | Robust classification | CodeCode Available | 1 |
| epsilon-Mesh Attack: A Surface-based Adversarial Point Cloud Attack for Facial Expression Recognition | Mar 11, 2024 | Adversarial AttackFacial Expression Recognition | CodeCode Available | 1 |
| Diffusion Models are Certifiably Robust Classifiers | Feb 4, 2024 | Robust classification | CodeCode Available | 1 |
| ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy | Nov 15, 2023 | ClassificationDiversity | CodeCode Available | 1 |
| Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class Imbalance | Oct 8, 2023 | Binary ClassificationClassification | CodeCode Available | 1 |
| EventCLIP: Adapting CLIP for Event-based Object Recognition | Jun 10, 2023 | Few-Shot LearningObject | CodeCode Available | 1 |
| Robust Classification via a Single Diffusion Model | May 24, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Leaving Reality to Imagination: Robust Classification via Generated Datasets | Feb 5, 2023 | ClassificationRobust classification | CodeCode Available | 1 |
| Denoising Masked AutoEncoders Help Robust Classification | Oct 10, 2022 | ClassificationDecoder | CodeCode Available | 1 |
| Rethinking Lipschitz Neural Networks and Certified Robustness: A Boolean Function Perspective | Oct 4, 2022 | Robust classification | CodeCode Available | 1 |
| Ev-TTA: Test-Time Adaptation for Event-Based Object Recognition | Mar 23, 2022 | Event-based visionObject Recognition | CodeCode Available | 1 |
| Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness | Dec 5, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras | Dec 2, 2021 | ClassificationObject | CodeCode Available | 1 |
| Recognizing bird species in diverse soundscapes under weak supervision | Jul 16, 2021 | Robust classification | CodeCode Available | 1 |
| Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off | Jun 18, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Towards Robust Classification Model by Counterfactual and Invariant Data Generation | Jun 2, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Vision Transformers are Robust Learners | May 17, 2021 | Anomaly DetectionImage Classification | CodeCode Available | 1 |
| If your data distribution shifts, use self-learning | Apr 27, 2021 | Domain AdaptationRobust classification | CodeCode Available | 1 |
| Group-wise Inhibition based Feature Regularization for Robust Classification | Mar 3, 2021 | ClassificationDiversity | CodeCode Available | 1 |
| SWAD: Domain Generalization by Seeking Flat Minima | Feb 17, 2021 | Domain GeneralizationGeneralization Bounds | CodeCode Available | 1 |
| Masksembles for Uncertainty Estimation | Dec 15, 2020 | Classifier calibrationEnsemble Learning | CodeCode Available | 1 |
| Multi-Objective Interpolation Training for Robustness to Label Noise | Dec 8, 2020 | Contrastive LearningImage Classification | CodeCode Available | 1 |
| RobustPointSet: A Dataset for Benchmarking Robustness of Point Cloud Classifiers | Nov 23, 2020 | 3D Point Cloud ClassificationBenchmarking | CodeCode Available | 1 |
| Identifying Spurious Correlations for Robust Text Classification | Oct 6, 2020 | Classificationfeature selection | CodeCode Available | 1 |
| Imbalanced Image Classification with Complement Cross Entropy | Sep 4, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Towards Robust Classification with Deep Generative Forests | Jul 11, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Proper Network Interpretability Helps Adversarial Robustness in Classification | Jun 26, 2020 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models | May 27, 2020 | Adversarial DefenseAdversarial Purification | CodeCode Available | 1 |
| Denoised Smoothing: A Provable Defense for Pretrained Classifiers | Mar 4, 2020 | General Classificationimage-classification | CodeCode Available | 1 |
| An Adversarial Approach for the Robust Classification of Pneumonia from Chest Radiographs | Jan 13, 2020 | General ClassificationRobust classification | CodeCode Available | 1 |
| SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines | Nov 14, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning | Oct 9, 2018 | ClassificationDeep Learning | CodeCode Available | 1 |
| Robust Classification with Convolutional Prototype Learning | May 9, 2018 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Detecting Multi-Oriented Text with Corner-based Region Proposals | Apr 8, 2018 | Data AugmentationRobust classification | CodeCode Available | 1 |
| Towards Deep Learning Models Resistant to Adversarial Attacks | Jun 19, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| SCISSOR: Mitigating Semantic Bias through Cluster-Aware Siamese Networks for Robust Classification | Jun 17, 2025 | Data AugmentationRobust classification | CodeCode Available | 0 |
| Quantum-Informed Contrastive Learning with Dynamic Mixup Augmentation for Class-Imbalanced Expert Systems | Jun 16, 2025 | Contrastive LearningRobust classification | —Unverified | 0 |
| CEM-FBGTinyDet: Context-Enhanced Foreground Balance with Gradient Tuning for tiny Objects | Jun 11, 2025 | object-detectionObject Detection | —Unverified | 0 |
| Inherently Faithful Attention Maps for Vision Transformers | Jun 10, 2025 | ClassificationRobust classification | CodeCode Available | 0 |
| Identifying and Understanding Cross-Class Features in Adversarial Training | Jun 5, 2025 | Robust classification | CodeCode Available | 0 |
| Uncertainty-Aware Genomic Classification of Alzheimer's Disease: A Transformer-Based Ensemble Approach with Monte Carlo Dropout | May 31, 2025 | ClassificationRobust classification | —Unverified | 0 |
| CNN-LSTM Hybrid Model for AI-Driven Prediction of COVID-19 Severity from Spike Sequences and Clinical Data | May 29, 2025 | Feature EngineeringRobust classification | CodeCode Available | 0 |
| Acoustic Classification of Maritime Vessels using Learnable Filterbanks | May 29, 2025 | ClassificationRobust classification | CodeCode Available | 0 |
