Hyperbolic Contrastive Learning for Visual Representations beyond Objects

1 December 2022

Chun-Liang Li

Papers citing "Hyperbolic Contrastive Learning for Visual Representations beyond Objects"

32 / 32 papers shown

Title
Position: Beyond Euclidean -- Foundation Models Should Embrace Non-Euclidean Geometries Neil He Jiahong Liu Buze Zhang N. Bui Ali Maatouk Menglin Yang Irwin King Melanie Weber Rex Ying 36 0 0 11 Apr 2025
Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models Davide Berasi Matteo Farina Massimiliano Mancini Elisa Ricci Nicola Strisciuglio CoGe 68 0 0 21 Mar 2025
Hyperbolic Safety-Aware Vision-Language Models Tobia Poppi Tejaswi Kasarla Pascal Mettes Lorenzo Baraldi Rita Cucchiara VLM MU 66 0 0 15 Mar 2025
Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection Yante Li Hanwen Qi Haoyu Chen Xinlian Liang Guoying Zhao 48 0 0 01 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VLM 284 0 0 27 Feb 2025
Predicate Hierarchies Improve Few-Shot State Classification Emily Jin Joy Hsu Jiajun Wu OffRL 79 0 0 18 Feb 2025
Learning Structured Representations with Hyperbolic Embeddings Aditya Sinha Siqi Zeng M. Yamada Han Zhao 93 0 0 02 Dec 2024
Siamese networks for Poincaré embeddings and the reconstruction of evolutionary trees Ciro Carvallo Hernán Bocaccio G. Mindlin Pablo Groisman 31 0 0 09 Oct 2024
Compositional Entailment Learning for Hyperbolic Vision-Language Models Avik Pal Max van Spengler Guido Maria DÁmely di Melendugno Alessandro Flaborea Fabio Galasso Pascal Mettes CoGe 50 5 0 09 Oct 2024
A Bottom-Up Approach to Class-Agnostic Image Segmentation Sebastian Dille Ari Blondal Sylvain Paris Yağız Aksoy 18 0 0 20 Sep 2024
A Fashion Item Recommendation Model in Hyperbolic Space Ryotaro Shimizu Yu Wang Masanari Kimura Yuki Hirakawa Takashi Wada Yuki Saito Julian McAuley 37 3 0 04 Sep 2024
Hyperbolic Learning with Multimodal Large Language Models Paolo Mandica Luca Franco Konstantinos Kallidromitis Suzanne Petryk Fabio Galasso 44 1 0 09 Aug 2024
Hyperbolic Knowledge Transfer in Cross-Domain Recommendation System Xin Yang Heng Chang Zhijian Lai Jinze Yang Xingrun Li Yu Lu Shuaiqiang Wang Dawei Yin Erxue Min 35 1 0 25 Jun 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 43 0 0 26 May 2024
HYPE: Hyperbolic Entailment Filtering for Underspecified Images and Texts Wonjae Kim Sanghyuk Chun Taekyung Kim Dongyoon Han Sangdoo Yun 47 7 0 26 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 34 1 0 23 Apr 2024
Hyperbolic Learning with Synthetic Captions for Open-World Detection Fanjie Kong Yanbei Chen Jiarui Cai Davide Modolo VLM ObjD 39 7 0 07 Apr 2024
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets T. Doan Sima Behpour Xin Li Wenbin He Liangke Gou Liu Ren VLM 45 1 0 10 Mar 2024
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records Yuqing Wang Malvika Pillai Yun Zhao Catherine M. Curtin Tina Hernandez-Boussard 27 0 0 01 Feb 2024
Transfer Learning in Robotics: An Upcoming Breakthrough? A Review of Promises and Challenges Noémie Jaquier Michael C. Welle A. Gams Kunpeng Yao Bernardo Fichera A. Billard Aleš Ude Tamim Asfour Danica Kragic 38 14 0 29 Nov 2023
Learning Contrastive Self-Distillation for Ultra-Fine-Grained Visual Categorization Targeting Limited Samples Ziye Fang Xin Jiang Hao Tang Zechao Li 30 13 0 10 Nov 2023
Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides of the Same Coin Gabriel Moreira Manuel Marques João Paulo Costeira Alexander Hauptmann 26 4 0 18 Sep 2023
Hyp-OW: Exploiting Hierarchical Structure Learning with Hyperbolic Distance Enhances Open World Object Detection T. Doan Xin Li Sima Behpour Wenbin He Liangke Gou Liu Ren 36 7 0 25 Jun 2023
Structuring Representation Geometry with Rotationally Equivariant Contrastive Learning Sharut Gupta Joshua Robinson Derek Lim Soledad Villar Stefanie Jegelka SSL 29 17 0 24 Jun 2023
HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes A. Durrant Georgios Leontidis SSL 38 4 0 18 May 2023
Hyperbolic Deep Learning in Computer Vision: A Survey Pascal Mettes Mina Ghadimi Atigh Martin Keller-Ressel Jeffrey Gu Serena Yeung 45 39 0 11 May 2023
Hyperbolic Image-Text Representations Karan Desai Maximilian Nickel Tanmay Rajpurohit Justin Johnson Ramakrishna Vedantam VLM 47 57 0 18 Apr 2023
The Euclidean Space is Evil: Hyperbolic Attribute Editing for Few-shot Image Generation Ling Li Yi Zhang Shuhui Wang 27 16 0 22 Nov 2022
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 26 22 0 01 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,481 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 383 5,818 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 281 3,378 0 09 Mar 2020