Search Results for author: Umut Kocasari

Found 4 papers, 1 papers with code

Fantastic Style Channels and Where to Find Them: A Submodular Framework for Discovering Diverse Directions in GANs

no code implementations16 Mar 2022 Enis Simsar, Umut Kocasari, Ezgi Gülperi Er, Pinar Yanardag

We evaluate our framework with qualitative and quantitative experiments and show that our method finds more diverse and disentangled directions.

Image Generation

Discovering Multiple and Diverse Directions for Cognitive Image Properties

no code implementations23 Feb 2022 Umut Kocasari, Alperen Bag, Oguz Kaan Yuksel, Pinar Yanardag

While previous work has focused on discovering a single direction that performs a desired editing operation such as zoom-in, limited work has been done on the discovery of multiple and diverse directions that can achieve the desired edit.

StyleMC: Multi-Channel Based Fast Text-Guided Image Generation and Manipulation

no code implementations15 Dec 2021 Umut Kocasari, Alara Dirik, Mert Tiftikci, Pinar Yanardag

Discovering meaningful directions in the latent space of GANs to manipulate semantic attributes typically requires large amounts of labeled data.

Image Generation Prompt Engineering

Exploring Latent Dimensions of Crowd-sourced Creativity

1 code implementation13 Dec 2021 Umut Kocasari, Alperen Bag, Efehan Atici, Pinar Yanardag

We explore the latent dimensions of images generated on this platform and present a novel framework for manipulating images to make them more creative.

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