Emerging Properties in Self-Supervised Vision Transformers

29 April 2021

Papers citing "Emerging Properties in Self-Supervised Vision Transformers"

50 / 1,345 papers shown

Title
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? Kaylee Burns Zach Witzel Jubayer Ibn Hamid Tianhe Yu Chelsea Finn Karol Hausman OOD SSL 32 23 0 03 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 53 6 0 01 Nov 2023
Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery Sarah Rastegar Hazel Doughty Cees G. M. Snoek 38 15 0 30 Oct 2023
Are Natural Domain Foundation Models Useful for Medical Image Classification? Joana Palés Huix Adithya Raju Ganeshan Johan Fredin Haslum Magnus P Soderberg Christos Matsoukas Kevin Smith OOD MedIm VLM 24 30 0 30 Oct 2023
CHAMMI: A benchmark for channel-adaptive models in microscopy imaging Zitong S. Chen Chau Pham Siqi Wang Michael Doron Nikita Moshkov Bryan A. Plummer Juan C. Caicedo 30 11 0 30 Oct 2023
MENTOR: Human Perception-Guided Pretraining for Increased Generalization Colton R. Crum Adam Czajka 64 1 0 30 Oct 2023
Towards Generalized Multi-stage Clustering: Multi-view Self-distillation Jiatai Wang Zhiwei Xu Xin Wang Tao Li 24 1 0 29 Oct 2023
LipSim: A Provably Robust Perceptual Similarity Metric Sara Ghazanfari Alexandre Araujo Prashanth Krishnamurthy Farshad Khorrami Siddharth Garg 46 5 0 27 Oct 2023
A Self-Supervised Approach to Land Cover Segmentation Charles Moore Dakota Hester 27 0 0 27 Oct 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Xue Jiang Wayne Zhang 43 11 0 27 Oct 2023
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds Corentin Sautier Gilles Puy Alexandre Boulch Renaud Marlet Vincent Lepetit 3DPC 23 15 0 26 Oct 2023
4D-Editor: Interactive Object-level Editing in Dynamic Neural Radiance Fields via Semantic Distillation Dadong Jiang Zhihui Ke Xiaobo Zhou Xidong Shi VGen DiffM 30 4 0 25 Oct 2023
Learning Generalizable Manipulation Policies with Object-Centric 3D Representations Yifeng Zhu Zhenyu Jiang Peter Stone Yuke Zhu 3DPC 24 44 0 22 Oct 2023
SILC: Improving Vision Language Pretraining with Self-Distillation Muhammad Ferjad Naeem Yongqin Xian Xiaohua Zhai Lukas Hoyer Luc Van Gool F. Tombari VLM 30 33 0 20 Oct 2023
Visual Grounding Helps Learn Word Meanings in Low-Data Regimes Chengxu Zhuang Evelina Fedorenko Jacob Andreas 22 10 0 20 Oct 2023
FUSC: Fetal Ultrasound Semantic Clustering of Second Trimester Scans Using Deep Self-supervised Learning Hussain Alasmawi Leanne Bricker Mohammad Yaqub 24 2 0 19 Oct 2023
PGA: Personalizing Grasping Agents with Single Human-Robot Interaction Junghyun Kim Gi-Cheon Kang Jaein Kim Seoyun Yang Minjoon Jung Byoung-Tak Zhang 36 0 0 19 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 29 3 0 17 Oct 2023
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot I. Redko Anton Mallasto Charlotte Laclau Karol Arndt Oliver Struckmeier Markus Heinonen Ville Kyrki Samuel Kaski 64 2 0 17 Oct 2023
Interactive Task Planning with Language Models Boyi Li Philipp Wu Pieter Abbeel Jitendra Malik LM&Ro 36 34 0 16 Oct 2023
SD-HuBERT: Sentence-Level Self-Distillation Induces Syllabic Organization in HuBERT Cheol Jun Cho Abdelrahman Mohamed Shang-Wen Li Alan W. Black Gopala K. Anumanchipalli 39 8 0 16 Oct 2023
Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video Shashanka Venkataramanan Mamshad Nayeem Rizve João Carreira Yuki M. Asano Yannis Avrithis SSL 37 18 0 12 Oct 2023
Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders Jan Dubiñski Stanislaw Pawlak Franziska Boenisch Tomasz Trzciñski Adam Dziedzic AAML 29 3 0 12 Oct 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 52 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 36 18 0 11 Oct 2023
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features Xiaochen Ma Jizhe Zhou Xiong Xu Zhuohang Jiang Chi-Man Pun 31 0 0 10 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 41 4 0 09 Oct 2023
Enhancing Representations through Heterogeneous Self-Supervised Learning Zhongyu Li Bo-Wen Yin Yongxiang Liu Li Liu Ming-Ming Cheng SSL 28 2 0 08 Oct 2023
Classifying Whole Slide Images: What Matters? Long Nguyen Aiden Nibali Joshua Millward Zhen He 32 0 0 05 Oct 2023
NOLA: Compressing LoRA using Linear Combination of Random Basis Soroush Abbasi Koohpayegani K. Navaneet Parsa Nooralinejad Soheil Kolouri Hamed Pirsiavash 40 12 0 04 Oct 2023
Point Neighborhood Embeddings Pedro Hermosilla 3DPC 27 0 0 03 Oct 2023
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification Eurico Almeida Bruno Silva Jorge Batista 24 6 0 02 Oct 2023
Segmenting the motion components of a video: A long-term unsupervised model E. Meunier P. Bouthemy 27 0 0 02 Oct 2023
MEM: Multi-Modal Elevation Mapping for Robotics and Learning Diogo S. Carvalho Jonas Frey Takahiro Miki Francisco S. Melo Marco Hutter 38 17 0 28 Sep 2023
Training a Large Video Model on a Single Machine in a Day Yue Zhao Philipp Krahenbuhl VLM 34 15 0 28 Sep 2023
Vision Transformers Need Registers Zilong Chen Maxime Oquab Julien Mairal Huaping Liu ViT 62 312 0 28 Sep 2023
Astroconformer: The Prospects of Analyzing Stellar Light Curves with Transformer-Based Deep Learning Models Kishankumar Bhimani Yuan-Sen Ting Jie Yu 21 4 0 28 Sep 2023
DreamCom: Finetuning Text-guided Inpainting Model for Image Composition Lingxiao Lu Jiangtong Li Bo Zhang Li Niu DiffM 28 11 0 27 Sep 2023
Doduo: Learning Dense Visual Correspondence from Unsupervised Semantic-Aware Flow Zhenyu Jiang Hanwen Jiang Yuke Zhu VOS 36 4 0 26 Sep 2023
Detect Everything with Few Examples Xinyu Zhang Yuting Wang Abdeslam Boularias ObjD VLM 32 13 0 22 Sep 2023
Text-Guided Vector Graphics Customization Peiying Zhang Nanxuan Zhao Jing Liao DiffM 30 9 0 21 Sep 2023
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics Sriram Ravindran Debraj Basu 29 2 0 20 Sep 2023
Few-Shot Panoptic Segmentation With Foundation Models Markus Kappeler Kürsat Petek Niclas Vodisch Wolfram Burgard Abhinav Valada 31 17 0 19 Sep 2023
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification Junjie Zhu Yiying Li Chunping Qiu Ke Yang Naiyang Guan Xiaodong Yi 32 6 0 17 Sep 2023
AnyOKP: One-Shot and Instance-Aware Object Keypoint Extraction with Pretrained ViT Fangbo Qin Taogang Hou Shan Lin Kaiyuan Wang Michael C. Yip Shan Yu 37 0 0 15 Sep 2023
Towards Reliable Dermatology Evaluation Benchmarks Fabian Gröger Simone Lionetti Philippe Gottfrois Alvaro Gonzalez-Jimenez Matthew Groh Roxana Daneshjou Labelling Consortium Alexander A. Navarini Marc Pouly 33 5 0 13 Sep 2023
Dynamic Visual Prompt Tuning for Parameter Efficient Transfer Learning Chunqing Ruan Hongjian Wang VLM VPVLM 32 1 0 12 Sep 2023
Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised Learning Hiroki Nakamura Masashi Okada T. Taniguchi SSL NAI 31 0 0 08 Sep 2023
PDiscoNet: Semantically consistent part discovery for fine-grained recognition Robert van der Klis Stephan Alaniz Massimiliano Mancini C. Dantas Dino Ienco Zeynep Akata Diego Marcos 22 11 0 06 Sep 2023
Prototype-based Dataset Comparison Nanne van Noord 31 6 0 05 Sep 2023