Adobe, Inc.

Tvarit Gmbh

Rushil Gupta

Kuldeep Kulkarni

Sharmila Reddy Nangi

Suryateja Bv

Nihal Rajan Barde

Nikhil Kapoor

Rahul Prajapat

Sanjay Shekhawat

Kamal Galrani

Sachin Kumar

Rishabh Agrahari

Arnab Kumar Mondal

Prathosh Ap

Naga Sai Pranay Modukuru

Rajat Jaiswal

Aditya Srivastava

Embodiments are disclosed for user-guided variable-rate compression. A method of user-guided variable-rate compression includes receiving a request to compress an image, the request including the image, a corresponding importance data, and a target bitrate, providing the image, the corresponding importance data, and the target bitrate to a compression network, generating, by the compression network, a learned importance map and a representation of the image, and generating, by the compressing network, a compressed representation of the image based on the learned importance map and the representation of the image.

User-guided variable-rate image compression

A cross domain generalization system for industrial artificial intelligence (AI) applications is disclosed. A target encoder subsystem obtains target data from a target machine product and generates lower dimensional data for obtained target data using a target artificial intelligence (AI) model. The generated lower dimensional data are corresponding to a plurality of target embeddings data. The target encoder subsystem further applies the plurality of target embeddings data into a source classifier AI model. A source classifier subsystem predicts a quality of the target machine product by generating class labels for each of the plurality of target embeddings data based on a result of the classifier AI model. The goal of the present invention is to learn features or representations such that the correlation with a label space is similar both in source and target domains while being invariant of data distributions.

System and method for cross domain generalization for industrial artificial intelligence applications class

Growing community of inventors

Chandigarh, India

Rushil Gupta