Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling

Open-world sampling strategy for balanced contrastive learning

#contrastive-learning #data-sampling #long-tail

On Model Calibration for Long-Tailed Object Detection and Instance Segmentation

Model-agnostic recalibration of class imbalance for computer vision tasks

#long-tail #object-detection #instance-segmentation

Disentangling Sampling and Labeling Bias for Learning in Large-Output Spaces

Negative sampling induces sampling bias, but can help on long-tail dataset

#negative-sampling #long-tail

#image-generation #multi-modal #language-model #retrieval-augmentation #robotics #forecasting #psychiatry #instruction-tuning #diffusion-model #notice #graph-neural-network #responsible-ai #privacy-preserving #scaling #mixture-of-experts #generative-adversarial-network #speech-model #contrastive-learning #self-supervised #image-representation #image-processing #object-detection #pseudo-labeling #scene-text-detection #neural-architecture-search #data-sampling #long-tail #graph-representation #zero-shot #metric-learning #federated-learning #weight-matrix #low-rank #vision-transformer #computer-vision #normalizing-flow #invertible-neural-network #super-resolution #image-manipulation #thread-summarization #natural-language-processing #domain-adaptation #knowledge-distillation #scene-text #model-compression #semantic-segmentation #instance-segmentation #video-understanding #code-generation #graph-generation #image-translation #data-augmentation #model-pruning #signal-processing #text-generation #text-classification #music-representation #transfer-learning #link-prediction #counterfactual-learning #medical-imaging #acceleration #transformer #style-transfer #novel-view-synthesis #point-cloud #spiking-neural-network #optimization #multi-layer-perceptron #adversarial-training #visual-search #image-retrieval #negative-sampling #action-localization #weakly-supervised #data-compression #hypergraph #adversarial-attack #submodularity #active-learning #deblurring #object-tracking #pyramid-structure #loss-function #gradient-descent #generalization #bug-fix #orthogonality #explainability #saliency-mapping #information-theory #question-answering #knowledge-graph #robustness #limited-data #recommender-system #anomaly-detection #gaussian-discriminant-analysis #molecular-graph #video-processing