Papers › Towards Kinetic Manipulation of the Latent Space

Towards Kinetic Manipulation of the Latent Space

15 Sep 2024arXiv:2409.09867archive 2025-07-28

Diego Porres

The latent space of many generative models are rich in unexplored valleys and mountains. The majority of tools used for exploring them are so far limited to Graphical User Interfaces (GUIs). While specialized hardware can be used for this task, we show that a simple feature extraction of pre-trained Convolutional Neural Networks (CNNs) from a live RGB camera feed does a very good job at manipulating the latent space with simple changes in the scene, with vast room for improvement. We name this new paradigm Visual-reactive Interpolation, and the full code can be found at https://github.com/PDillis/stylegan3-fun.

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18 samples harvested; 14 ran; 4 honoured the contract we drafted; 4 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

4ran · honoured contract
2ran · our draft was wrong
2ran · fixture could not drive it
6ran
4unverified

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parse_tuple PDillis/stylegan3-fun/dataset_tool.py official repository ran · honoured contract no licence file found · pointer only · 9cd07419f7c926f8 · report
construct_heatmap PDillis/stylegan3-fun/avg_spectra.py official repository ran licence not identified · pointer only · 260d293a46551cc2 · report
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file_ext PDillis/stylegan3-fun/dataset_tool.py official repository ran · our draft was wrong fingerprinted no licence file found · pointer only · a2b45afa097b55b6 · report
get_3d_perlin PDillis/stylegan3-fun/fractalperlin.py official repository ran licence not identified · pointer only · 6aae8094e6350fd5 · report
get_available_layers PDillis/stylegan3-fun/discriminator_synthesis.py official repository ran licence not identified · pointer only · 579f771f8a222a25 · report
interpolate_multiple_models PDillis/stylegan3-fun/frankenstein_network.py official repository ran licence not identified · pointer only · 01821f2dd2451cdf · report
layout_grid PDillis/stylegan3-fun/gen_video.py official repository ran · fixture could not drive it fingerprinted no licence file found · pointer only · 456c172851946697 · report
make_transform PDillis/stylegan3-fun/gen_images.py official repository ran · fixture could not drive it fingerprinted no licence file found · pointer only · f47dff4b7b27bba7 · report
maybe_min PDillis/stylegan3-fun/dataset_tool.py official repository ran · honoured contract no licence file found · pointer only · dd1dc700e87f36cc · report
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parse_comma_separated_list PDillis/stylegan3-fun/calc_metrics.py official repository ran · our draft was wrong fingerprinted no licence file found · pointer only · d01b68a634f71551 · report
parse_range PDillis/stylegan3-fun/gen_images.py official repository ran · honoured contract no licence file found · pointer only · 236de8614a178382 · report
parse_vec2 PDillis/stylegan3-fun/gen_images.py official repository ran · honoured contract no licence file found · pointer only · 180016b9227381b1 · report
ask_yes_no PDillis/stylegan3-fun/dnnlib/util.py official repository unverified no licence file found · pointer only · 9d31d2c4cd16bb2d · report
format_time PDillis/stylegan3-fun/dnnlib/util.py official repository unverified no licence file found · pointer only · 053fc534bc6bb989 · report
format_time_brief PDillis/stylegan3-fun/dnnlib/util.py official repository unverified no licence file found · pointer only · 77f4aa0649e7f404 · report
get_2d_perlin PDillis/stylegan3-fun/fractalperlin.py official repository unverified licence not identified · pointer only · c68a128b986f1aac · report

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