Product image recognition with guidance learning and noisy supervision
نویسندگان
چکیده
منابع مشابه
Learning with Partial Supervision Learning with Partial Supervision
Recently the field of machine learning, pattern recognition, and data mining has witnessed a new research stream that is learning with partial supervision -LPS(known also as semi-supervised learning). This learning scheme is motivated by the fact that the process of acquiring the labeling information of data could be quite costly and sometimes prone to mislabeling. The general spectrum of learn...
متن کاملLearning with Relaxed Supervision
For weakly-supervised problems with deterministic constraints between the latent variables and observed output, learning necessitates performing inference over latent variables conditioned on the output, which can be intractable no matter how simple the model family is. Even finding a single latent variable setting that satisfies the constraints could be difficult; for instance, the observed ou...
متن کاملInformation Extraction with Character-level Neural Networks and Noisy Supervision
We present an architecture for information extraction from text that augments an existing parser with a character-level neural network. To train the neural network, we compute a measure of consistency of extracted data with existing databases, and use it as a form of noisy supervision. Our architecture combines the ability of constraint-based information extraction system to easily incorporate ...
متن کاملDeep Learning from Noisy Image Labels with Quality Embedding
There is an emerging trend to leverage noisy image datasets in many visual recognition tasks. However, the label noise among the datasets severely degenerates the performance of deep learning approaches. Recently, one mainstream is to introduce the latent label to handle label noise, which has shown promising improvement in the network designs. Nevertheless, the mismatch between latent labels a...
متن کاملA multi-product green supply chain under government supervision with price and demand uncertainty
In this paper, a bi-level game-theoretic model is proposed to investigate the effects of governmental financial intervention on green supply chain. This problem is formulated as a bi-level program for a green supply chain that produces various products with different environmental pollution levels. The problem is also regard uncertainties in market demand and sale price of raw materials and pro...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Computer Vision and Image Understanding
سال: 2020
ISSN: 1077-3142
DOI: 10.1016/j.cviu.2020.102963