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Paper · 2311.02202 · ICCV · 2023

Neural Collage Transfer: Artistic Reconstruction via Material Manipulation

Byoung-Tak Zhang, Minsu Lee, Minji Kim, Ganghun Lee, Yunsu Lee

arXiv · PDF · Open in the Atlas

Code that ran

We lifted 9 functions out of this paper's own repositories and ran 7 of them in a sandbox. "Ran" means the function executed on a synthesized input and returned a value. It is not a reproduction of the paper's results.

RepositoryRoleRan
northadventure/CollageRL — 7 of 9
FunctionStatusWhere it lives
PureDiscriminator Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("64b0e75cb66b1146")
SpectralNorm Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("fb56e8949300284c")
SpectralNormDiscriminator Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("a266050835ee0a0b")
TReLU Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("ef8c90d931fe7d13")
WeightNormDiscriminator Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("58a465587a19ca78")
gradient_penalty Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("a1ebae71cf1f6c5e")
normalize_gradient Ran northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("1fcedb3532ae6e89")
CollageEnv Not yet run northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("7be344bb9d4ccec8")
GAN Not yet run northadventure/CollageRL/env/collage.py
pointer only (licence: NOASSERTION) · get_code("1daed73333b8ab79")

Repositories linked to this paper

Some links come from the archived Papers with Code dataset (CC BY-SA 4.0): attribution and licence.

Abstract

trained agent appropriately selected and pasted materials to regenerate the target image into a collage and obtained a higher evaluation score on content and style than pixelwise generation methods. Code is available at https: //github.com/northadventure/CollageRL.

For agents

The same record, over MCP at https://syntology.ai/mcp:

get_harvested_code_for_paper("2311.02202")
get_code_for_paper("2311.02202")
have("2311.02202")

Connect an agent — have() is free.