Which Model to Transfer? Finding the Needle in the Growing Haystack
Renggli, Cedric, Pinto, Andre Susano, Rimanic, Luka, Puigcerver, Joan, Riquelme, Carlos, Zhang, Ce, Lucic, Mario
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2022)
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Conference Proceeding
In-domain representation learning for remote sensing
Neumann, Maxim, Andre Susano Pinto, Zhai, Xiaohua, Houlsby, Neil
Published in arXiv.org (15.11.2019)
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Published in arXiv.org (15.11.2019)
Paper
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
Zhai, Xiaohua, Puigcerver, Joan, Kolesnikov, Alexander, Ruyssen, Pierre, Riquelme, Carlos, Lucic, Mario, Djolonga, Josip, Pinto, Andre Susano, Neumann, Maxim, Dosovitskiy, Alexey, Beyer, Lucas, Bachem, Olivier, Tschannen, Michael, Michalski, Marcin, Bousquet, Olivier, Gelly, Sylvain, Houlsby, Neil
Year of Publication 01.10.2019
Year of Publication 01.10.2019
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Journal Article
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
Zhai, Xiaohua, Puigcerver, Joan, Kolesnikov, Alexander, Ruyssen, Pierre, Riquelme, Carlos, Lucic, Mario, Djolonga, Josip, Andre Susano Pinto, Neumann, Maxim, Dosovitskiy, Alexey, Beyer, Lucas, Bachem, Olivier, Tschannen, Michael, Michalski, Marcin, Bousquet, Olivier, Gelly, Sylvain, Houlsby, Neil
Published in arXiv.org (21.02.2020)
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Published in arXiv.org (21.02.2020)
Paper
Tuning computer vision models with task rewards
Pinto, André Susano, Kolesnikov, Alexander, Shi, Yuge, Beyer, Lucas, Zhai, Xiaohua
Year of Publication 16.02.2023
Year of Publication 16.02.2023
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LocCa: Visual Pretraining with Location-aware Captioners
Wan, Bo, Tschannen, Michael, Xian, Yongqin, Pavetic, Filip, Alabdulmohsin, Ibrahim, Wang, Xiao, Pinto, André Susano, Steiner, Andreas, Beyer, Lucas, Zhai, Xiaohua
Year of Publication 28.03.2024
Year of Publication 28.03.2024
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UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
Kolesnikov, Alexander, Pinto, André Susano, Beyer, Lucas, Zhai, Xiaohua, Harmsen, Jeremiah, Houlsby, Neil
Year of Publication 20.05.2022
Year of Publication 20.05.2022
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Journal Article
Learning to Merge Tokens in Vision Transformers
Renggli, Cedric, Pinto, André Susano, Houlsby, Neil, Mustafa, Basil, Puigcerver, Joan, Riquelme, Carlos
Year of Publication 24.02.2022
Year of Publication 24.02.2022
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A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision
Beyer, Lucas, Wan, Bo, Madan, Gagan, Pavetic, Filip, Steiner, Andreas, Kolesnikov, Alexander, Pinto, André Susano, Bugliarello, Emanuele, Wang, Xiao, Yu, Qihang, Chen, Liang-Chieh, Zhai, Xiaohua
Year of Publication 30.03.2023
Year of Publication 30.03.2023
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Deep Ensembles for Low-Data Transfer Learning
Mustafa, Basil, Riquelme, Carlos, Puigcerver, Joan, Pinto, André Susano, Keysers, Daniel, Houlsby, Neil
Year of Publication 14.10.2020
Year of Publication 14.10.2020
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Journal Article
Which Model to Transfer? Finding the Needle in the Growing Haystack
Renggli, Cedric, Pinto, André Susano, Rimanic, Luka, Puigcerver, Joan, Riquelme, Carlos, Zhang, Ce, Lucic, Mario
Year of Publication 13.10.2020
Year of Publication 13.10.2020
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Journal Article
FINE-TUNING COMPUTER VISION NEURAL NEWORKS USING TASK REWARDS
Beyer, Lucas Klaus, Zhai, Xiaohua, Kolesnikov, Alexander, Shi, Yuge, Susano Pinto, André
Year of Publication 22.08.2024
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Year of Publication 22.08.2024
Patent
FINE-TUNING COMPUTER VISION NEURAL NEWORKS USING TASK REWARDS
BEYER, Lucas Klaus, KOLESNIKOV, Alexander, SUSANO PINTO, André, ZHAI, Xiaohua, SHI, Yuge
Year of Publication 14.08.2024
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Year of Publication 14.08.2024
Patent
Scaling Vision with Sparse Mixture of Experts
Riquelme, Carlos, Puigcerver, Joan, Mustafa, Basil, Neumann, Maxim, Jenatton, Rodolphe, Pinto, André Susano, Keysers, Daniel, Houlsby, Neil
Year of Publication 10.06.2021
Year of Publication 10.06.2021
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Journal Article
PaliGemma: A versatile 3B VLM for transfer
Beyer, Lucas, Steiner, Andreas, Pinto, André Susano, Kolesnikov, Alexander, Wang, Xiao, Salz, Daniel, Neumann, Maxim, Alabdulmohsin, Ibrahim, Tschannen, Michael, Bugliarello, Emanuele, Unterthiner, Thomas, Keysers, Daniel, Koppula, Skanda, Liu, Fangyu, Grycner, Adam, Gritsenko, Alexey, Houlsby, Neil, Kumar, Manoj, Rong, Keran, Eisenschlos, Julian, Kabra, Rishabh, Bauer, Matthias, Bošnjak, Matko, Chen, Xi, Minderer, Matthias, Voigtlaender, Paul, Bica, Ioana, Balazevic, Ivana, Puigcerver, Joan, Papalampidi, Pinelopi, Henaff, Olivier, Xiong, Xi, Soricut, Radu, Harmsen, Jeremiah, Zhai, Xiaohua
Year of Publication 10.07.2024
Year of Publication 10.07.2024
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Journal Article
Scalable Transfer Learning with Expert Models
Puigcerver, Joan, Riquelme, Carlos, Mustafa, Basil, Renggli, Cedric, Pinto, André Susano, Gelly, Sylvain, Keysers, Daniel, Houlsby, Neil
Year of Publication 28.09.2020
Year of Publication 28.09.2020
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Journal Article