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Samples from\nthe model are of high perceptual quality demonstrating the generative power of\nneural networks trained in a purely discriminative fashion. Within the model,\ntextures are represented by the correlations between feature maps in several\nlayers of the network. We show that across layers the texture representations\nincreasingly capture the statistical properties of natural images while making\nobject information more and more explicit. The model provides a new tool to\ngenerate stimuli for neuroscience and might offer insights into the deep\nrepresentations learned by convolutional neural networks.","url_abs":"http://arxiv.org/abs/1505.07376v3","url_pdf":"http://arxiv.org/pdf/1505.07376v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/leongatys/DeepTextures","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/DmitryUlyanov/texture_nets","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/Jeffwang87/Tensorflow-Based-Texture-Synthesized-Images-testing-","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/honzukka/texture-synthesis-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/inzouzouwetrust/IMA_RWCNN_project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/mdsarfarazulh/deep-texture-synthesis-cnn-keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/meet-minimalist/Texture-Synthesis-Using-Convolutional-Neural-Networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/ngonthier/multiresolution_texture","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/nicaogr/multiresolution_texture","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/pierrickch/textureautoencoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/ryanwebster90/image-synthesis-lab2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/ryanwebster90/texture-synthesis-lab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/ryersonvisionlab/two-stream-dyntex-synth","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/sar-gupta/convisualize_nb","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/swift-n-brutal/syntex","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"texture-synthesis-using-convolutional-neural","repo_url":"https://github.com/trsvchn/deep-textures","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"object","task_name":"Object"},{"task_slug":"object-recognition","task_name":"Object Recognition"},{"task_slug":"texture-synthesis","task_name":"Texture Synthesis"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1505.07376","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1505.07376"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. 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