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SUMMARY:Towards improved inference and generation for bidirectional generative adversarial models LOCATION:CBIM 22 DESCRIPTION;ENCODING=QUOTED-PRINTABLE:
Abstract:
We investigate the inference and genera tion process in Generative Adversarial Networks (GANs). We empirically anal yze the issues in the previous approaches: a single pathway "encoder-genera tor-discriminator" network has many “holes” in the learned embedding space; while a bidirectional adversarial learning framework suffers from unstable inference mapping. We propose two strategies to address this issue:
1. In addition to the single reconstruction path, we introduce a generation
sideway to maintain the completeness of the learned embedding space.
2. We let the reconstruction path to reconstruct training data as well as t
he data generated from the generation path.
Theoretical analysis prov es that the learned encoder and decoder are mutually inverse. Strategy 1 is evaluated on a specific task: multi-view face image generation. Strategy 1 +2 is evaluated on both synthetic data and real-world applications. Strong results support our theoretical analysis and prove the superior performance of our method compared with the state of the arts.
DTSTAMP:20240329T074119Z DTSTART;TZID=America/New_York:20190429T153000 SEQUENCE:0 TRANSP:OPAQUE END:VEVENT END:VCALENDAR