PSI Draft Specification

no code implementations • 2 May 2022 • Mark Reid, James Montgomery, Barry Drake, Avraham Ruderman

This document presents the draft specification for delivering machine learning services over HTTP, developed as part of the Protocols and Structures for Inference project, which concluded in 2013.

BIG-bench Machine Learning

A Hybrid Loss for Multiclass and Structured Prediction

no code implementations • 9 Feb 2014 • Qinfeng Shi, Mark Reid, Tiberio Caetano, Anton Van Den Hengel, Zhenhua Wang

We propose a novel hybrid loss for multiclass and structured prediction problems that is a convex combination of a log loss for Conditional Random Fields (CRFs) and a multiclass hinge loss for Support Vector Machines (SVMs).

Action Recognition Structured Prediction +1