Deep Clustering for Unsupervised Learning of Visual Features

15 July 2018

Papers citing "Deep Clustering for Unsupervised Learning of Visual Features"

50 / 404 papers shown

Title
No Other Representation Component Is Needed: Diffusion Transformers Can Provide Representation Guidance by Themselves Dengyang Jiang Mengmeng Wang Liuzhuozheng Li Lei Zhang Haoyu Wang Wei Wei Guang Dai Yanning Zhang Jingdong Wang DiffM 51 0 0 05 May 2025
Boosting Generative Image Modeling via Joint Image-Feature Synthesis Theodoros Kouzelis Efstathios Karypidis Ioannis Kakogeorgiou Spyros Gidaris N. Komodakis DiffM 45 0 0 22 Apr 2025
Cost-Effective Text Clustering with Large Language Models Hongtao Wang Taiyan Zhang Renchi Yang Jianliang Xu 40 0 0 22 Apr 2025
Impact of Language Guidance: A Reproducibility Study Cherish Puniani Advika Sinha Shree Singhi Aayan Yadav VLM 52 0 0 10 Apr 2025
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 45 1 0 02 Apr 2025
Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis Imanol G. Estepa Jesús M. Rodríguez-de-Vera Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 59 0 0 19 Mar 2025
TULIP: Towards Unified Language-Image Pretraining Zineng Tang Long Lian Seun Eisape Xudong Wang Roei Herzig Adam Yala Alane Suhr Trevor Darrell David M. Chan VLM CLIP MLLM 103 3 0 19 Mar 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 91 2 0 12 Mar 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 76 0 0 12 Mar 2025
A Data-Centric Revisit of Pre-Trained Vision Models for Robot Learning Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi LM&Ro 51 0 0 10 Mar 2025
What's in a Latent? Leveraging Diffusion Latent Space for Domain Generalization Xavier Thomas Deepti Ghadiyaram DiffM 92 0 0 09 Mar 2025
Nearshore Underwater Target Detection Meets UAV-borne Hyperspectral Remote Sensing: A Novel Hybrid-level Contrastive Learning Framework and Benchmark Dataset Jiahao Qi Chuanhong Zhou Xingyue Liu Chen Chen Dehui Zhu Kangcheng Bin Ping Zhong 74 0 0 21 Feb 2025
Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-Localization Zhongwei Chen Zhao-Xu Yang Hai-Jun Rong SSL 61 1 0 17 Feb 2025
Learning Clustering-based Prototypes for Compositional Zero-shot Learning Hongyu Qu Jianan Wei Xiangbo Shu Wenguan Wang VLM 56 1 0 10 Feb 2025
Keep It Light! Simplifying Image Clustering Via Text-Free Adapters Yicen Li Haitz Sáez de Ocáriz Borde Anastasis Kratsios Paul D. McNicholas VLM 100 0 0 06 Feb 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 59 0 0 28 Jan 2025
With Great Backbones Comes Great Adversarial Transferability Erik Arakelyan Karen Hambardzumyan Davit Papikyan Pasquale Minervini Albert Gordo Isabelle Augenstein Aram H. Markosyan AAML 75 0 0 21 Jan 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 285 0 0 21 Jan 2025
Label Calibration in Source Free Domain Adaptation Shivangi Rai Rini Smita Thakur Kunal Jangid Vinod K. Kurmi UQCV 58 1 0 13 Jan 2025
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends Duy M. Nguyen Hasan Md Tusfiqur Alam Trung Quoc Nguyen Devansh Srivastav H. Profitlich Ngan Le Daniel Sonntag 49 2 0 07 Jan 2025
Text Clustering as Classification with LLMs Chen Huang Guoxiu He 44 2 0 03 Jan 2025
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 95 1 0 26 Nov 2024
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Lukas Miklautz Timo Klein Kevin Sidak Collin Leiber Thomas Lang Andrii Shkabrii Sebastian Tschiatschek Claudia Plant 47 1 0 04 Nov 2024
S3PT: Scene Semantics and Structure Guided Clustering to Boost Self-Supervised Pre-Training for Autonomous Driving Maciej K. Wozniak Hariprasath Govindarajan Marvin Klingner Camille Maurice B Ravi Kiran S. Yogamani 3DPC 60 1 0 30 Oct 2024
Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery Chuyu Zhang Peiyan Gu Xueyang Yu Xuming He 37 0 0 17 Oct 2024
Organizing Unstructured Image Collections using Natural Language Mingxuan Liu Zhun Zhong Jun Li Gianni Franchi Subhankar Roy Elisa Ricci VLM 52 3 0 07 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 55 3 0 03 Oct 2024
Decoding Emotions: Unveiling Facial Expressions through Acoustic Sensing with Contrastive Attention Guangjing Wang Juexing Wang Ce Zhou Weikang Ding Huacheng Zeng Tianxing Li Qiben Yan 36 0 0 01 Oct 2024
Self-Masking Networks for Unsupervised Adaptation Alfonso Taboada Warmerdam Mathilde Caron Yuki M. Asano 54 1 0 11 Sep 2024
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation Lin Sun Jiale Cao J. Xie Fahad Shahbaz Khan Yanwei Pang DiffM 48 1 0 05 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 48 3 0 30 Aug 2024
Historical Printed Ornaments: Dataset and Tasks Sayan Kumar Chaki Z. S. Baltaci Elliot Vincent Remi Emonet Fabienne Vial-Bonacci Christelle Bahier-Porte Mathieu Aubry Thierry Fournel 52 0 0 16 Aug 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 50 3 0 13 Aug 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 38 0 0 04 Aug 2024
Image Clustering Algorithm Based on Self-Supervised Pretrained Models and Latent Feature Distribution Optimization Qiuyu Zhu Liheng Hu Sijin Wang SSL VLM 34 1 0 04 Aug 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis Brian K. S. Isaac-Medina Yona Falinie A. Gaus Neelanjan Bhowmik T. Breckon 28 2 0 22 Jul 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 50 3 0 11 Jul 2024
Deep Online Probability Aggregation Clustering Yuxuan Yan Na Lu Ruofan Yan 42 1 0 07 Jul 2024
A Generic Method for Fine-grained Category Discovery in Natural Language Texts Chang Tian Matthew B. Blaschko Wenpeng Yin Mingzhe Xing Yinliang Yue Marie-Francine Moens 62 2 0 18 Jun 2024
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang Danny Chen MedIm 71 1 0 15 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 65 32 0 07 Jun 2024
Towards Real-world Scenario: Imbalanced New Intent Discovery Shun Zhang Chaoran Yan Jian Yang Jing Liu Ying Mo Jiaqi Bai Tongliang Li Zheng Li 36 2 0 05 Jun 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders Scott C. Lowe Joakim Bruslund Haurum Sageev Oore T. Moeslund Graham W. Taylor SSL 53 3 0 04 Jun 2024
Learning Future Representation with Synthetic Observations for Sample-efficient Reinforcement Learning Xin Liu Yaran Chen Dong Zhao 50 1 0 20 May 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs O. Ostapenko Zhan Su Edoardo Ponti Laurent Charlin Nicolas Le Roux Matheus Pereira Lucas Caccia Alessandro Sordoni MoMe 49 31 0 18 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 57 7 0 15 May 2024
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity Boujemaa Guermazi Naimul Khan 35 2 0 09 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 66 0 0 08 May 2024
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks Sophia Sirko-Galouchenko Alexandre Boulch Spyros Gidaris Andrei Bursuc Antonín Vobecký Patrick Pérez Renaud Marlet 3DPC 43 7 0 22 Apr 2024
RoNID: New Intent Discovery with Generated-Reliable Labels and Cluster-friendly Representations Shun Zhang Chaoran Yan Jian Yang Changyu Ren Jiaqi Bai Tongliang Li Zhoujun Li 44 1 0 13 Apr 2024