On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

Trend · papers per month

count % of corpus

3 results for “photo-realism”

Pseudo Rehearsal using non photo-realistic imagescs.LG

Pseudo rehearsal uses non-photo-realistic images to save resources without sacrificing performance.

problem Catastrophic forgetting in neural networks when learning new tasks.

method Synthetically generate non-photo-realistic images to rehearse previous tasks.

result Non-photo-realistic images can be used for rehearsal without sacrificing performance and significantly reduce resource consumption.

neural networks catastrophic forgetting rehearsal non-photo-realistic images resource efficiency

2020-04-28abs ↗pdf ↗

InvGAN: Invertible GANscs.CV

InvGAN combines generative and inference models for photo-realistic image manipulation.

problem GANs lack an inference model for image editing and downstream tasks.

method Train inference and generative models together to adapt and converge.

result InvGAN embeds real images into a high-quality generative model's latent space.

GANs image editing latent space inference model photo-realism

2021-12-08abs ↗pdf ↗

Beyond Photo Realism for Domain Adaptation from Synthetic Datacs.CV

As synthetic imagery is used more frequently in training deep models, it is important to understand how different synthesis techniques impact the performance of such models. In this work, we perform a thorough evaluation of the effectiveness of several different synthesis techniques and their impact on the complexity o…

2019-09-04abs ↗pdf ↗