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Serge is Professor of Computer Science at the University of Copenhagen and head of the Pioneer Centre for AI. Previously, he was the Andrew H. and Ann R. Tisch Professor of Computer Science at Cornell Tech where he also served as Associate Dean. He has also been a member of the Visiting Faculty program at Google. He is known for his contributions to the fields of computer vision and machine learning, specifically object recognition and image segmentation, and he has co-founded several startups in those areas. He also serves as a board member of the European Laboratory for Learning and Intelligent Systems (ELLIS).
Recent interests include research using language and visions models toward the development of technology that will allow everyday Internet users to protect themselves from misinformation.
Serge's P1 Publications
Multimodality Helps Few-Shot 3D Point Cloud Semantic Segmentation
Zhaochong An, Guolei Sun, Yun Liu, Runjia Li, Min Wu, Ming-Ming Cheng, Ender Konukoglu, Serge Belongie
Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model
Zhaochong An, Guolei Sun, Yun Liu, Runjia Li, Junlin Han, Ender Konukoglu, Serge Belongie
Volumetric Disentanglement for 3D Scene Manipulation
Sagie Benaim, Frederik Warburg, Peter E. Christensen, Serge Belongie
Rethinking Few-shot 3D Point Cloud Semantic Segmentation
Zhaochong An, Guolei Sun, Yun Liu, Fayao Liu, Zongwei Wu, Dan Wang, Luc Van Gool, Serge Belongie
Re-evaluating the Need for Visual Signals in Unsupervised Grammar Induction
Boyi Li, Rodolfo Corona, Karttikeya Mangalam, Catherine Chen, Daniel Flaherty, Serge Belongie, Kilian Weinberger, Jitendra Malik, Trevor Darrell, Dan Klein
NAFlora-1M: Continental-Scale High-Resolution Fine-Grained Plant Classification Dataset
John Park, Riccardo de Lutio, Brendan Rappazzo, Barbara Ambrose, Fabian Michelangeli, Kimberly Watson, Serge Belongie, Damon Little
MMEarth: Exploring Multi-modal Pretext Tasks for Geospatial Representation Learning
Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, Nico Lang
LoQT: Low-Rank Adapters for Quantized Pretraining
Sebastian Loeschcke, Mads Toftrup, Michael J. Kastoryano, Serge Belongie, Vésteinn Snæbjarnarson
LLM Tropes: Revealing Fine-Grained Values and Opinions in Large Language Models
Dustin Wright, Arnav Arora, Nadav Borenstein, Srishti Yadav, Serge Belongie, Isabelle Augenstein
Labeled Data Selection for Category Discovery
Bingchen Zhao, Nico Lang, Serge Belongie, Oisin M. Aodha
From Coarse to Fine-Grained Open-Set Recognition
Nico Lang, Vésteinn Snæbjarnarson, Elijah Cole, Oisin M. Aodha,, Christian Igel, Serge Belongie
Feature transmission within concept transmission
Stella Frank, Serge Belongie
Coarse-To-Fine Tensor Trains for Compact Visual Representations
Sebastian Loeschcke, Dan Wang, Christian Leth-Espensen, Serge Belongie, Michael J. Kastoryano, Sagie Benaim
Assessing Neural Network Robustness via Adversarial Pivotal Tuning
Peter E. Christensen, Vésteinn Snæbjarnarson, Andrea Dittadi, Serge Belongie, Sagie Benaim
SITTA: Single Image Texture Translation for Data Augmentation
Boyi Li, Yin Cui, Tsung-Yi Lin, Serge Belongie
Learning to Taste: A Multimodal Wine Dataset
Thoranna Bender, Simon M. Sørensen, Alireza Kashani, Kristjan E. Hjorleifsson, Grethe Hyldig, Søren Hauberg, Serge Belongie, Frederik Warburg
Familiarity-Based Open-Set Recognition Under Adversarial Attacks
Philip Enevoldsen, Christian Gundersen, Nico Lang, Serge Belongie, Christian Igel
Discriminative Class Tokens for Text-to-Image Diffusion Models
Idan Schwartz, Vésteinn Snæbjarnarson, Hila Chefer, Serge Belongie, Lior Wolf, Sagie Benaim
Descriptive Attributes for Language-Based Object Keypoint Detection
Jerod Weinman, Serge Belongie, Stella Frank
On Temporal Granularity in Self-Supervised Video Representation Learning
Rui Qian, Yeqing Li, Liangzhe Yuan, Boqing Gong, Ting Liu, Matthew Brown, Serge Belongie, Ming-Hsuan Yang, Hartwig Adam, Yin Cui
Text-Driven Stylization of Video Objects
Sebastian Loeschcke, Serge Belongie, Sagie Benaim
Neural Image Recolorization for Creative Domains
Boyi Li, Serge Belongie, Ser-Nam Lim, Abe Davis
On Label Granularity and Object Localization
Elijah Cole, Kimberly Wilber, Grant van Horn, Xuan Yang, Marco Fornoni, Pietro Perona, Serge Belongie, Andrew Howard, Oisin Mac Aodha
When Does Contrastive Visual Representation Learning Work?
Elijah Cole, Xuan Yang, Kimberly Wilber, Oisin M. Aodha, Serge Belongie
Exploring Fine-Grained Audiovisual Categorization with the SSW60 Dataset
Grant van Horn, Rui Qian, Kimberly Wilber, Hartwig Adam, Oisin Mac Aodha, Serge Belongie
Polynomial Neural Fields for Subband Decomposition and Manipulation
Guandao Yang, Sagie Benaim, Varun Jampani, Kyle Genova, Jonathan T. Barron, Thomas Funkhouser, Bharath Hariharan, Serge Belongie
Visual Prompt Tuning
Menglin Jia, Luming Tang, Bor-Chun Chen, Claire Cardie, Serge Belongie, Bharath Hariharan, Ser-Nam Lim
The Herbarium 2021 Half–Earth Challenge Dataset and Machine Learning Competition
Riccardo de Lutio, John Y. Park, Kimberly A. Watson, Stefano D'Aronco, Jan D. Wegner, Jan J. Wieringa, Melissa Tulig, Richard L. Pyle, Timothy J. Gallaher, Gillian Brown, Gordon Guymer, Andrew Franks, Dhahara Ranatunga, Yumiko Baba, Serge Belongie, Fabián A. Michelangeli, Barbara A. Ambrose, Damon P. Little
Fine-Grained Image Analysis with Deep Learning: A Survey
Xiu-Shen Wei, Yi-Zhe Song, Oisin M. Aodha, Jianxin Wu, Yuxin Peng, Jinhui Tang, Jian Yang, Serge Belongie