Coding the Visual World: From Image to Simulation Using Vision Language Models.

Sagi Eppel https://scholar.google.com/citations?user=Ifl1aB0AAAAJ

Sagi Eppel Coding the Visual World: From Image to Simulation Using Vision Language Models. 2026 January abs/2601.05344 CoRR https://doi.org/10.48550/arXiv.2601.05344 db/journals/corr/corr2601.html#abs-2601-05344 streams/journals/corr

Sagi Eppel Mor Bismut Alona Faktor Shape and Texture Recognition in Large Vision-Language Models. 2025 March abs/2503.23062 CoRR https://doi.org/10.48550/arXiv.2503.23062 db/journals/corr/corr2503.html#abs-2503-23062 streams/journals/corr

Sagi Eppel Alona Strugatski SciTextures: Collecting and Connecting Visual Patterns, Models, and Code Across Science and Art. 2025 November abs/2511.01817 CoRR https://doi.org/10.48550/arXiv.2511.01817 db/journals/corr/corr2511.html#abs-2511-01817 streams/journals/corr

Sagi Eppel Jolina Li Manuel S. Drehwald Alán Aspuru-Guzik Infusing Synthetic Data with Real-World Patterns for Zero-Shot Material State Segmentation. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/6ef4a4b387a5a547ea699f3df7fc1248-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#EppelLDA24

Sagi Eppel Jolina Li Manuel S. Drehwald Alán Aspuru-Guzik Learning Zero-Shot Material States Segmentation, by Implanting Natural Image Patterns in Synthetic Data. 2024 abs/2403.03309 CoRR https://doi.org/10.48550/arXiv.2403.03309 db/journals/corr/corr2403.html#abs-2403-03309

Sagi Eppel Vastextures: Vast repository of textures and PBR materials extracted from real-world images using unsupervised methods. 2024 abs/2406.17146 CoRR https://doi.org/10.48550/arXiv.2406.17146 db/journals/corr/corr2406.html#abs-2406-17146 streams/journals/corr

Sagi Eppel Do large language vision models understand 3D shapes? 2024 abs/2412.10908 CoRR https://doi.org/10.48550/arXiv.2412.10908 db/journals/corr/corr2412.html#abs-2412-10908 streams/journals/corr

Mario Krenn Lorenzo Buffoni Bruno C. Coutinho Sagi Eppel Jacob Gates Foster Andrew Gritsevskiy Harlin Lee Yichao Lu João P. Moutinho Nima Sanjabi Rishi Sonthalia Ngoc Mai Tran Francisco Valente Yangxinyu Xie Rose Yu Michael Kopp 0001 Forecasting the future of artificial intelligence with machine learning-based link prediction in an exponentially growing knowledge network. 1326-1335 2023 October 5 Nat. Mac. Intell. 11 https://doi.org/10.1038/s42256-023-00735-0 db/journals/natmi/natmi5.html#KrennBCEFGLLMSSTVXYK23

Manuel S. Drehwald Sagi Eppel Jolina Li Han Hao Alán Aspuru-Guzik One-shot recognition of any material anywhere using contrastive learning with physics-based rendering. 23467-23476 2023 ICCV https://doi.org/10.1109/ICCV51070.2023.02150 conf/iccv/2023 db/conf/iccv/iccv2023.html#DrehwaldELHA23 Yi Ru Wang Yuchi Zhao Haoping Xu Sagi Eppel Alán Aspuru-Guzik Florian Shkurti Animesh Garg MVTrans: Multi-View Perception of Transparent Objects. 3771-3778 2023 ICRA https://doi.org/10.1109/ICRA48891.2023.10161089 conf/icra/2023 db/conf/icra/icra2023.html#WangZXEASG23

Yi Ru Wang Yuchi Zhao Haoping Xu Sagi Eppel Alán Aspuru-Guzik Florian Shkurti Animesh Garg MVTrans: Multi-View Perception of Transparent Objects. 2023 abs/2302.11683 CoRR https://doi.org/10.48550/arXiv.2302.11683 db/journals/corr/corr2302.html#abs-2302-11683

Mario Krenn Lorenzo Buffoni Bruno C. Coutinho Sagi Eppel Jacob Gates Foster Andrew Gritsevskiy Harlin Lee Yichao Lu João P. Moutinho Nima Sanjabi Rishi Sonthalia Ngoc Mai Tran Francisco Valente Yangxinyu Xie Rose Yu Michael Kopp 0001 Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network. 2022 abs/2210.00881 CoRR https://doi.org/10.48550/arXiv.2210.00881 db/journals/corr/corr2210.html#abs-2210-00881

Manuel S. Drehwald Sagi Eppel Jolina Li Han Hao Alán Aspuru-Guzik One-shot recognition of any material anywhere using contrastive learning with physics-based rendering. 2022 abs/2212.00648 CoRR https://doi.org/10.48550/arXiv.2212.00648 db/journals/corr/corr2212.html#abs-2212-00648

Cynthia Shen Mario Krenn Sagi Eppel Alán Aspuru-Guzik Deep molecular dreaming: inverse machine learning for de-novo molecular design and interpretability with surjective representations. 03 2021 2 Mach. Learn. Sci. Technol. 3 https://doi.org/10.1088/2632-2153/ac09d6 db/journals/mlst/mlst2.html#ShenKEA21

Haoping Xu Yi Ru Wang Sagi Eppel Alán Aspuru-Guzik Florian Shkurti Animesh Garg Seeing Glass: Joint Point-Cloud and Depth Completion for Transparent Objects. 827-838 2021 CoRL https://proceedings.mlr.press/v164/xu22b.html conf/corl/2021 db/conf/corl/corl2021.html#XuWEASG21

Sagi Eppel Haoping Xu Alán Aspuru-Guzik Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations prediction. 2021 abs/2105.01456 CoRR https://arxiv.org/abs/2105.01456 db/journals/corr/corr2105.html#abs-2105-01456

Sagi Eppel Haoping Xu Yi Ru Wang Alán Aspuru-Guzik Predicting 3D shapes, masks, and properties of materials, liquids, and objects inside transparent containers, using the TransProteus CGI dataset. 2021 abs/2109.07577 CoRR https://arxiv.org/abs/2109.07577 db/journals/corr/corr2109.html#abs-2109-07577

Haoping Xu Yi Ru Wang Sagi Eppel Alán Aspuru-Guzik Florian Shkurti Animesh Garg Seeing Glass: Joint Point Cloud and Depth Completion for Transparent Objects. 2021 abs/2110.00087 CoRR https://arxiv.org/abs/2110.00087 db/journals/corr/corr2110.html#abs-2110-00087

Cynthia Shen Mario Krenn Sagi Eppel Alán Aspuru-Guzik Deep Molecular Dreaming: Inverse machine learning for de-novo molecular design and interpretability with surjective representations. 2020 abs/2012.09712 CoRR https://arxiv.org/abs/2012.09712 db/journals/corr/corr2012.html#abs-2012-09712

Sagi Eppel Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segment. 2019 abs/1902.07810 CoRR http://arxiv.org/abs/1902.07810 db/journals/corr/corr1902.html#abs-1902-07810

Sagi Eppel Alán Aspuru-Guzik Generator evaluator-selector net: a modular approach for panoptic segmentation. 2019 abs/1908.09108 CoRR http://arxiv.org/abs/1908.09108 db/journals/corr/corr1908.html#abs-1908-09108

Sagi Eppel Classifying a specific image region using convolutional nets with an ROI mask as input. 2018 abs/1812.00291 CoRR http://arxiv.org/abs/1812.00291 db/journals/corr/corr1812.html#abs-1812-00291

Sagi Eppel Setting an attention region for convolutional neural networks using region selective features, for recognition of materials within glass vessels. 2017 abs/1708.08711 CoRR http://arxiv.org/abs/1708.08711 db/journals/corr/corr1708.html#abs-1708-08711

Sagi Eppel Hierarchical semantic segmentation using modular convolutional neural networks. 2017 abs/1710.05126 CoRR http://arxiv.org/abs/1710.05126 db/journals/corr/corr1710.html#abs-1710-05126

Sagi Eppel Tracing liquid level and material boundaries in transparent vessels using the graph cut computer vision approach. 2016 abs/1602.00177 CoRR http://arxiv.org/abs/1602.00177 db/journals/corr/corr1602.html#Eppel16

Sagi Eppel Tracing the boundaries of materials in transparent vessels using computer vision. 2015 abs/1501.04691 CoRR http://arxiv.org/abs/1501.04691 db/journals/corr/corr1501.html#Eppel15

Sagi Eppel Using curvature to distinguish between surface reflections and vessel contents in computer vision based recognition of materials in transparent vessels. 2015 abs/1506.00168 CoRR http://arxiv.org/abs/1506.00168 db/journals/corr/corr1506.html#Eppel15a

Sagi Eppel Tal Kachman Computer vision-based recognition of liquid surfaces and phase boundaries in transparent vessels, with emphasis on chemistry applications. 2014 abs/1404.7174 CoRR http://arxiv.org/abs/1404.7174 db/journals/corr/corr1404.html#EppelK14

Alán Aspuru-Guzik Mor Bismut Lorenzo Buffoni Bruno C. Coutinho Manuel S. Drehwald Alona Faktor Jacob G. FosterJacob Gates Foster Animesh Garg Andrew Gritsevskiy Han Hao Tal Kachman Michael Kopp 0001 Mario Krenn Harlin Lee Jolina Li Yichao Lu João P. Moutinho Nima Sanjabi Cynthia Shen Florian Shkurti Rishi Sonthalia Alona Strugatski Ngoc Mai Tran Francisco Valente Yi Ru Wang Yangxinyu Xie Haoping Xu Rose Yu Yuchi Zhao