Concept Generalization in Visual Representation Learning

10 December 2020

Mert Bulent Sariyildiz

Papers citing "Concept Generalization in Visual Representation Learning"

38 / 38 papers shown

Title
SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning Fida Mohammad Thoker Letian Jiang Chen Zhao Piyush Bagad Hazel Doughty Bernard Ghanem Cees G. M. Snoek ViT SSL 46 0 0 08 Apr 2025
UNIC: Universal Classification Models via Multi-teacher Distillation Mert Bulent Sariyildiz Philippe Weinzaepfel Thomas Lucas Diane Larlus Yannis Kalantidis 29 6 0 09 Aug 2024
EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer Ali Abedi Q. M. Jonathan Wu Ning Zhang Farhad Pourpanah 31 0 0 31 Jul 2024
African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification Gregor Geigle Radu Timofte Goran Glavas 29 10 0 20 Jun 2024
Policy Gradient-Driven Noise Mask Mehmet Can Yavuz Yang Yang 22 1 0 29 Apr 2024
Situation Awareness for Driver-Centric Driving Style Adaptation Johann Haselberger Bonifaz Stuhr Bernhard Schick Steffen Müller 29 1 0 28 Mar 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 31 4 0 25 Mar 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 21 1 0 06 Mar 2024
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 32 0 0 22 Nov 2023
Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment Shengxiang Zhang Muzammal Naseer Guangyi Chen Zhiqiang Shen Salman Khan Kun Zhang F. Khan VLM 58 4 0 24 Aug 2023
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining Shixiang Tang Cheng Chen Qingsong Xie Meilin Chen Yizhou Wang ... Feng Zhu Haiyang Yang Li Yi Rui Zhao Wanli Ouyang VLM 14 35 0 10 Mar 2023
Fake it till you make it: Learning transferable representations from synthetic ImageNet clones Mert Bulent Sariyildiz Alahari Karteek Diane Larlus Yannis Kalantidis DiffM VLM 28 153 0 16 Dec 2022
Continual Learning with Evolving Class Ontologies Zhiqiu Lin Deepak Pathak Yu-xiong Wang Deva Ramanan Shu Kong CLL 36 9 0 10 Oct 2022
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 28 7 0 05 Oct 2022
Dataset Inference for Self-Supervised Models Adam Dziedzic Haonan Duan Muhammad Ahmad Kaleem Nikita Dhawan Jonas Guan Yannis Cattan Franziska Boenisch Nicolas Papernot 19 26 0 16 Sep 2022
Neural Feature Fusion Fields: 3D Distillation of Self-Supervised 2D Image Representations Vadim Tschernezki Iro Laina Diane Larlus Andrea Vedaldi 173 184 0 07 Sep 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 19 8 0 07 Sep 2022
On Label Granularity and Object Localization Elijah Cole Kimberly Wilber Grant Van Horn Xuan S. Yang Marco Fornoni Pietro Perona Serge J. Belongie Andrew G. Howard Oisin Mac Aodha WSOL 26 13 0 20 Jul 2022
Benchmarking Omni-Vision Representation through the Lens of Visual Realms Yuanhan Zhang Zhen-fei Yin Jing Shao Ziwei Liu VLM 31 26 0 14 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised Models Mert Bulent Sariyildiz Yannis Kalantidis Alahari Karteek Diane Larlus SSL OOD LRM 17 28 0 30 Jun 2022
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach Yilu Guo Shicai Yang Weijie Chen Liang Ma Di Xie Shiliang Pu 18 1 0 13 Jun 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 11 16 0 10 May 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 14 4 0 18 Apr 2022
How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? Fida Mohammad Thoker Hazel Doughty Piyush Bagad Cees G. M. Snoek SSL 25 19 0 27 Mar 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective Quan Cui Bingchen Zhao Zhao-Min Chen Borui Zhao Renjie Song Jiajun Liang Boyan Zhou Osamu Yoshie 11 18 0 08 Mar 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 21 110 0 16 Feb 2022
ProposalCLIP: Unsupervised Open-Category Object Proposal Generation via Exploiting CLIP Cues Hengcan Shi Munawar Hayat Yicheng Wu Jianfei Cai VLM 15 60 0 18 Jan 2022
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 19 51 0 01 Dec 2021
Open-Set Recognition: a Good Closed-Set Classifier is All You Need? S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman BDL 167 404 0 12 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 9 57 0 27 Sep 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge J. Belongie SSL 19 123 0 12 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 303 5,773 0 29 Apr 2021
Contrasting Contrastive Self-Supervised Representation Learning Pipelines Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 15 45 0 25 Mar 2021
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Junsuk Choe Sanghyuk Chun 384 142 0 13 Jan 2021
Probing Few-Shot Generalization with Attributes Mengye Ren Eleni Triantafillou Kuan-Chieh Jackson Wang James Lucas Jake C. Snell Xaq Pitkow A. Tolias R. Zemel VLM OOD 8 3 0 10 Dec 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,677 0 09 Mar 2017
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation Ikuya Yamada Hiroyuki Shindo Hideaki Takeda Yoshiyasu Takefuji 105 316 0 06 Jan 2016