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Papers
Exploring the Janus Face of Synthetic Images: From Privacy-secure Biometrics to Universal and Robust Deepfake Detection
AAAI 2026
Fixed Anchors Are Not Enough: Dynamic Retrieval and Persistent Homology for Dataset Distillation
CVPR 2026
MISF: MLLM Guided Iterative Sample Filtering for Data Fault Detection
AAAI 2026
Negative Entity Suppression for Zero-Shot Captioning with Synthetic Images
AAAI 2026
Text-Printed Image: Bridging the Image-Text Modality Gap for Text-centric Training of Large Vision-Language Models
CVPR 2026
Aspect-based Sentiment Analysis via Synthetic Image Generation
EMNLP 2025
Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
CVPR 2025
ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning
CVPR 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
CVPR 2025
Recurrence-Based Vanishing Point Detection
WACV 2025
Stealix: Model Stealing via Prompt Evolution
ICML 2025
Stretching Each Dollar: Diffusion Training from Scratch on a Micro-Budget
CVPR 2025
Data Augmentation for Object Detection via Controllable Diffusion Models
WACV 2024
Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality
ICLR 2024
Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
CVPR 2024
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets
ECCV 2024
Hyperparameter-Free Medical Image Synthesis for Sharing Data and Improving Site-Specific Segmentation
MIDL 2024
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object
CVPR 2024
Improving Cross-Modal Alignment with Synthetic Pairs for Text-Only Image Captioning
AAAI 2024
Learning Vision from Models Rivals Learning Vision from Data
CVPR 2024
Multi-scale Stochastic Generation of Labelled Microscopy Images for Neuron Segmentation
MIDL 2024
MVP-Bench: Can Large Vision-Language Models Conduct Multi-level Visual Perception Like Humans?
EMNLP 2024
Scaling Laws of Synthetic Images for Model Training ... for Now
CVPR 2024
Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback
NeurIPS 2023
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images
ICCV 2023