Marktechpost

MAY 8, 2024

Conclusion: In the realm of autonomous driving, several open challenges persist, all of which can be addressed with the help of Deep Learning and AI: Perception: Deep learning enhances object detection and recognition accuracy, but future systems should aim for increased detail recognition and improved camera and LiDAR data integration.

Deep Learning 119

Deep Learning Neural Network Data Scarcity Natural Language Processing 119

Marktechpost

FEBRUARY 28, 2024

By aligning the embedding space of unimodal FMs through cross-modal transformation models utilizing KG triplets, BioBRIDGE maintains data sufficiency and efficiency and navigates the challenges posed by computational costs and data scarcity that hinder the scalability of multimodal approaches. Check out the Paper.

Machine Learning 102

Machine Learning AI Researcher AI Research Data Scarcity 102

Unite.AI

JANUARY 22, 2024

However, generating synthetic data for NLP is non-trivial, demanding high linguistic knowledge, creativity, and diversity. Different methods, such as rule-based and data-driven approaches, have been proposed to generate synthetic data.

NLP 173

NLP BERT Large Language Models Data Scarcity 173

Heartbeat

NOVEMBER 27, 2023

Data Scarcity and Quality Issues in Medical Imaging One significant challenge in medical image analysis is the need for labeled data, especially for rare diseases or specific patient populations.

Deep Learning 59

Deep Learning Convolutional Neural Networks Explainability Neural Network 59