{"total":88,"rows":[{"id":"2112.05135","title":"PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures","created":"2021-12-09","cited_by_count":131,"area":null},{"id":"2207.08409","title":"TokenMix: Rethinking Image Mixing for Data Augmentation in Vision Transformers","created":"2022-07-18","cited_by_count":48,"area":null},{"id":"2410.12896","title":"A Survey on Data Synthesis and Augmentation for Large Language Models","created":"2024-10-16","cited_by_count":41,"area":"synth"},{"id":"2405.09591","title":"A Comprehensive Survey on Data Augmentation","created":"2024-05-15","cited_by_count":40,"area":null},{"id":"2110.15767","title":"Adversarial Robustness with Semi-Infinite Constrained Learning","created":"2021-10-29","cited_by_count":39,"area":null},{"id":"2103.06132","title":"MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks","created":"2021-03-10","cited_by_count":32,"area":null},{"id":"2401.15422","title":"A Survey on Data Augmentation in Large Model Era","created":"2024-01-27","cited_by_count":31,"area":"diffusion"},{"id":"2103.13811","title":"Student Network Learning via Evolutionary Knowledge Distillation","created":"2021-03-23","cited_by_count":30,"area":"distill"},{"id":"2201.03186","title":"MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images","created":"2022-01-10","cited_by_count":29,"area":null},{"id":"2208.09913","title":"A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective","created":"2022-08-21","cited_by_count":27,"area":null},{"id":"2102.01284","title":"Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification","created":"2021-02-02","cited_by_count":23,"area":null},{"id":"2202.10107","title":"Model-Agnostic Augmentation for Accurate Graph Classification","created":"2022-02-21","cited_by_count":21,"area":null},{"id":"2409.05202","title":"A Survey on Mixup Augmentations and Beyond","created":"2024-09-08","cited_by_count":20,"area":null},{"id":"2105.07364","title":"BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite Images","created":"2021-05-16","cited_by_count":19,"area":null},{"id":"2309.00399","title":"Fine-grained Recognition with Learnable Semantic Data Augmentation","created":"2023-09-01","cited_by_count":17,"area":null},{"id":"2405.16397","title":"AdaFisher: Adaptive Second Order Optimization via Fisher Information","created":"2024-05-26","cited_by_count":14,"area":null},{"id":"2310.17650","title":"A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection","created":"2023-10-26","cited_by_count":13,"area":null},{"id":"2207.11759","title":"Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges","created":"2022-07-24","cited_by_count":12,"area":null},{"id":"2301.00965","title":"OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup","created":"2023-01-03","cited_by_count":12,"area":null},{"id":"2103.14027","title":"USB: Universal-Scale Object Detection Benchmark","created":"2021-03-25","cited_by_count":10,"area":null},{"id":"2112.02862","title":"SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation","created":"2021-12-06","cited_by_count":10,"area":null},{"id":"2506.07216","title":"AugmentGest: Can Random Data Cropping Augmentation Boost Gesture Recognition Performance?","created":"2025-06-08","cited_by_count":10,"area":null},{"id":"2304.09376","title":"Physical Knowledge Enhanced Deep Neural Network for Sea Surface Temperature Prediction","created":"2023-04-19","cited_by_count":8,"area":null},{"id":"2203.12314","title":"Wider or Deeper Neural Network Architecture for Acoustic Scene Classification with Mismatched Recording Devices","created":"2022-03-23","cited_by_count":7,"area":null},{"id":"2303.01178","title":"Augmenting Medical Imaging: A Comprehensive Catalogue of 65 Techniques for Enhanced Data Analysis","created":"2023-03-02","cited_by_count":7,"area":null},{"id":"2302.11188","title":"What Are Effective Labels for Augmented Data? Improving Calibration and Robustness with AutoLabel","created":"2023-02-22","cited_by_count":6,"area":null},{"id":"2401.02651","title":"Benchmarking PathCLIP for Pathology Image Analysis","created":"2024-01-05","cited_by_count":6,"area":null},{"id":"2509.15768","title":"Overview of PlantCLEF 2024: multi-species plant identification in vegetation plot images","created":"2025-09-19","cited_by_count":6,"area":null},{"id":"2103.07895","title":"Principled Ultrasound Data Augmentation for Classification of Standard Planes","created":"2021-03-14","cited_by_count":5,"area":null},{"id":"2106.02288","title":"Tackling the Background Bias in Sparse Object Detection via Cropped Windows","created":"2021-06-04","cited_by_count":5,"area":null},{"id":"2106.09011","title":"Evolving Image Compositions for Feature Representation Learning","created":"2021-06-16","cited_by_count":5,"area":null},{"id":"2311.01434","title":"Tailoring Mixup to Data for Calibration","created":"2023-11-02","cited_by_count":5,"area":null},{"id":"2107.01412","title":"Isotonic Data Augmentation for Knowledge Distillation","created":"2021-07-03","cited_by_count":4,"area":"distill"},{"id":"2308.10422","title":"Split Unlearning","created":"2023-08-21","cited_by_count":4,"area":"safety"},{"id":"2404.07514","title":"Generalization Gap in Data Augmentation: Insights from Illumination","created":"2024-04-11","cited_by_count":4,"area":null},{"id":"2101.05361","title":"Random Shadows and Highlights: A new data augmentation method for extreme lighting conditions","created":"2021-01-13","cited_by_count":3,"area":null},{"id":"2104.03054","title":"Artificial and beneficial -- Exploiting artificial images for aerial vehicle detection","created":"2021-04-07","cited_by_count":3,"area":null},{"id":"2107.02393","title":"MSE Loss with Outlying Label for Imbalanced Classification","created":"2021-07-06","cited_by_count":3,"area":null},{"id":"2110.07184","title":"Self-Supervised Domain Adaptation for Visual Navigation with Global Map Consistency","created":"2021-10-14","cited_by_count":3,"area":null},{"id":"2110.09374","title":"Ortho-Shot: Low Displacement Rank Regularization with Data Augmentation for Few-Shot Learning","created":"2021-10-18","cited_by_count":3,"area":null},{"id":"2202.13623","title":"Interactive Machine Learning for Image Captioning","created":"2022-02-28","cited_by_count":3,"area":null},{"id":"2211.02820","title":"A Robust and Low Complexity Deep Learning Model for Remote Sensing Image Classification","created":"2022-11-05","cited_by_count":3,"area":null},{"id":"2501.18741","title":"Synthetic Data Generation for Augmenting Small Samples","created":"2025-01-30","cited_by_count":3,"area":null},{"id":"2511.23241","title":"Synthetic Industrial Object Detection: GenAI vs. Feature-Based Methods","created":"2025-11-28","cited_by_count":3,"area":null},{"id":"2103.05222","title":"Data augmentation by morphological mixup for solving Raven's Progressive Matrices","created":"2021-03-09","cited_by_count":2,"area":null},{"id":"2209.02279","title":"Automated Defect Recognition of Castings defects using Neural Networks","created":"2022-09-06","cited_by_count":2,"area":null},{"id":"2310.15688","title":"Nighttime Thermal Infrared Image Colorization with Feedback-based Object Appearance Learning","created":"2023-10-24","cited_by_count":2,"area":null},{"id":"2401.03070","title":"Traffic Cameras to detect inland waterway barge traffic: An Application of machine learning","created":"2024-01-05","cited_by_count":2,"area":null},{"id":"2407.09728","title":"Neural Operator-Based Proxy for Reservoir Simulations Considering Varying Well Settings, Locations, and Permeability Fields","created":"2024-07-13","cited_by_count":2,"area":null},{"id":"2409.09424","title":"NBBOX: Noisy Bounding Box Improves Remote Sensing Object Detection","created":"2024-09-14","cited_by_count":2,"area":null},{"id":"2502.13936","title":"Image compositing is all you need for data augmentation","created":"2025-02-19","cited_by_count":2,"area":"diffusion"},{"id":"2503.09399","title":"ForAug: Mitigating Biases in Image Classification via Controlled Image Compositions","created":"2025-03-12","cited_by_count":2,"area":null},{"id":"2102.11433","title":"Histo-fetch -- On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training","created":"2021-02-23","cited_by_count":1,"area":null},{"id":"2111.12170","title":"Domain-Agnostic Clustering with Self-Distillation","created":"2021-11-23","cited_by_count":1,"area":"distill"},{"id":"2206.06057","title":"Low-complexity deep learning frameworks for acoustic scene classification","created":"2022-06-13","cited_by_count":1,"area":null},{"id":"2206.13392","title":"Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network","created":"2022-06-20","cited_by_count":1,"area":null},{"id":"2210.08610","title":"Robust, General, and Low Complexity Acoustic Scene Classification Systems and An Effective Visualization for Presenting a Sound Scene Context","created":"2022-10-16","cited_by_count":1,"area":null},{"id":"2306.03500","title":"Towards Adaptable and Interactive Image Captioning with Data Augmentation and Episodic Memory","created":"2023-06-06","cited_by_count":1,"area":null},{"id":"2307.12872","title":"Latent Code Augmentation Based on Stable Diffusion for Data-free Substitute Attacks","created":"2023-07-24","cited_by_count":1,"area":"diffusion"},{"id":"2403.00875","title":"Enhancing Protein Predictive Models via Proteins Data Augmentation: A Benchmark and New Directions","created":"2024-03-01","cited_by_count":1,"area":null},{"id":"2403.01549","title":"Self-Supervised Representation Learning with Meta Comprehensive Regularization","created":"2024-03-03","cited_by_count":1,"area":null},{"id":"2405.19348","title":"NERULA: A Dual-Pathway Self-Supervised Learning Framework for Electrocardiogram Signal Analysis","created":"2024-05-21","cited_by_count":1,"area":null},{"id":"2410.16671","title":"NucleiMix: Realistic Data Augmentation for Nuclei Instance Segmentation","created":"2024-10-22","cited_by_count":1,"area":null},{"id":"2510.11073","title":"ROFI: A Deep Learning-Based Ophthalmic Sign-Preserving and Reversible Patient Face Anonymizer","created":"2025-10-13","cited_by_count":1,"area":null},{"id":"2607.19324","title":"InstructMixup: Instruction-Guided Salient Patch Editing for Robust Data Augmentation","created":"2026-07-21","cited_by_count":1,"area":null},{"id":"2104.08585","title":"Age Range Estimation using MTCNN and VGG-Face Model","created":"2021-04-17","cited_by_count":0,"area":null},{"id":"2106.15274","title":"Autonomous Driving Implementation in an Experimental Environment","created":"2021-05-23","cited_by_count":0,"area":null},{"id":"2110.14491","title":"Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization","created":"2021-10-27","cited_by_count":0,"area":null},{"id":"2111.13550","title":"Using Fictitious Class Representations to Boost Discriminative Zero-Shot Learners","created":"2021-11-26","cited_by_count":0,"area":null},{"id":"2112.06193","title":"GUNNEL: Guided Mixup Augmentation and Multi-Model Fusion for Aquatic Animal Segmentation","created":"2021-12-12","cited_by_count":0,"area":null},{"id":"2209.10807","title":"SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning","created":"2022-09-22","cited_by_count":0,"area":null},{"id":"2301.13444","title":"Rethinking Soft Label in Label Distribution Learning Perspective","created":"2023-01-31","cited_by_count":0,"area":null},{"id":"2305.09463","title":"Low-complexity deep learning frameworks for acoustic scene classification using teacher-student scheme and multiple spectrograms","created":"2023-05-16","cited_by_count":0,"area":"distill"},{"id":"2406.05096","title":"A Novel Time Series-to-Image Encoding Approach for Weather Phenomena Classification","created":"2024-06-07","cited_by_count":0,"area":null},{"id":"2407.13147","title":"DFMSD: Dual Feature Masking Stage-wise Knowledge Distillation for Object Detection","created":"2024-07-18","cited_by_count":0,"area":"distill"},{"id":"2410.04061","title":"Enhancing Graph Self-Supervised Learning with Graph Interplay","created":"2024-10-05","cited_by_count":0,"area":null},{"id":"2412.03150","title":"Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis in-the-Wild","created":"2024-12-04","cited_by_count":0,"area":null},{"id":"2504.12652","title":"AdaptoVision: A Multi-Resolution Image Recognition Model for Robust and Scalable Classification","created":"2025-04-17","cited_by_count":0,"area":null},{"id":"2508.18502","title":"Data Augmentation Improves Machine Unlearning","created":"2025-08-25","cited_by_count":0,"area":"safety"},{"id":"2511.22064","title":"DNA: Dual-branch Network with Adaptation for Open-Set Online Handwriting Generation","created":"2025-11-27","cited_by_count":0,"area":null},{"id":"2604.12568","title":"Evolution-Inspired Sample Competition for Deep Neural Network Optimization","created":"2026-04-14","cited_by_count":0,"area":null},{"id":"2604.27182","title":"Preserving Temporal Dynamics in Time Series Generation","created":"2026-04-29","cited_by_count":0,"area":null},{"id":"2605.08464","title":"The Geometric Structure of Models Learning Sparse Data","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2605.17341","title":"Single-Sample Black-Box Membership Inference Attack against Vision-Language Models via Cross-modal Semantic Alignment","created":"2026-05-17","cited_by_count":0,"area":"mllm"},{"id":"2607.01974","title":"A Multi-Branch Hierarchy-Aware Framework for Heterogeneous Audio Classification","created":"2026-07-02","cited_by_count":0,"area":null},{"id":"2607.02271","title":"AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition","created":"2026-07-02","cited_by_count":0,"area":null},{"id":"2607.14509","title":"Multi-Scale ViT Inference with Habitat-Fit Priors and kNN Retrieval for Multi-Species Plant Identification","created":"2026-07-16","cited_by_count":0,"area":null},{"id":"2608.27502","title":"Image Augmentation as Test Generation for Deep Learning-Based Image Retrieval Systems","created":"2026-08-27","cited_by_count":0,"area":null}],"next_cursor":null}