Submodular Field Grammars - Representation, Inference, and Application to Image Parsing

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), pp. 4312-4322, 2018.

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Keywords:
each productionmarkov random fieldone production

Abstract:

Natural scenes contain many layers of part-subpart structure, and distributions over them are thus naturally represented by stochastic image grammars, with one production per decomposition of a part. Unfortunately, in contrast to language grammars, where the number of possible split points for a production A -> BC is linear in the length ...More

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