Cross-Architecture Auxiliary Feature Space Translation for Efficient Few-Shot Personalized Object Detection

1 July 2024

Mete Ozay

Papers citing "Cross-Architecture Auxiliary Feature Space Translation for Efficient Few-Shot Personalized Object Detection"

37 / 37 papers shown

Title
Swiss DINO: Efficient and Versatile Vision Framework for On-device Personal Object Search Kirill Paramonov Jia-Xing Zhong Umberto Michieli J. Moon Mete Ozay 107 2 0 10 Jul 2024
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains Hafiz Tiomoko Ali Umberto Michieli J. Moon Daehyun Kim Mete Ozay AAML 65 1 0 28 Feb 2024
One-for-All: Bridge the Gap Between Heterogeneous Architectures in Knowledge Distillation Zhiwei Hao Jianyuan Guo Kai Han Yehui Tang Han Hu Yunhe Wang Chang Xu 103 68 0 30 Oct 2023
A Framework for Few-Shot Policy Transfer through Observation Mapping and Behavior Cloning Yash Shukla Bharat Kesari Shivam Goel Robert Wright Jivko Sinapov 73 4 0 13 Oct 2023
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network F. Barbato Elena Camuffo Simone Milani Pietro Zanuttigh 75 5 0 09 Aug 2023
Online Continual Learning for Robust Indoor Object Recognition Umberto Michieli Mete Ozay 79 9 0 19 Jul 2023
Cross Architecture Distillation for Face Recognition Weisong Zhao Xiangyu Zhu Zhixiang He Xiaoyu Zhang Zhen Lei CVBM 86 6 0 26 Jun 2023
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching Yang Liu Muzhi Zhu Hengtao Li Hao Chen Xinlong Wang Chunhua Shen VLM MLLM 174 90 0 22 May 2023
Personalize Segment Anything Model with One Shot Renrui Zhang Zhengkai Jiang Ziyu Guo Shilin Yan Junting Pan Xianzheng Ma Hao Dong Peng Gao Hongsheng Li MLLM VLM 105 218 0 04 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 399 3,514 0 14 Apr 2023
SegGPT: Segmenting Everything In Context Xinlong Wang Xiaosong Zhang Yue Cao Wen Wang Chunhua Shen Tiejun Huang VOS MLLM VLM 103 207 0 06 Apr 2023
DepthFormer: Multimodal Positional Encodings and Cross-Input Attention for Transformer-Based Segmentation Networks F. Barbato Giulia Rizzoli Pietro Zanuttigh MDE ViT 70 4 0 08 Nov 2022
Robotic Interestingness via Human-Informed Few-Shot Object Detection Seungchan Kim Chen Wang Bowen Li Sebastian Scherer 60 4 0 01 Aug 2022
Cross-Architecture Knowledge Distillation Yufan Liu Jiajiong Cao Bing Li Weiming Hu Jin-Fei Ding Liang Li 73 43 0 12 Jul 2022
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation Donald Shenaj F. Barbato Umberto Michieli Pietro Zanuttigh CLL 73 17 0 18 Jan 2022
Personalized Image Semantic Segmentation Yu Zhang Chang-Bin Zhang Peng-Tao Jiang Mingg-Ming Cheng Feng Mao 107 4 0 24 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 735 6,139 0 29 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,603 0 25 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 543 3,740 0 24 Feb 2021
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 136 1,403 0 31 Oct 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 684 41,563 0 22 Oct 2020
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 219 582 0 18 Aug 2020
Tell me what this is: Few-Shot Incremental Object Learning by a Robot Ali Ayub Alan R. Wagner 95 32 0 15 Jul 2020
Laplacian Regularized Few-Shot Learning Imtiaz Masud Ziko Jose Dolz Eric Granger Ismail Ben Ayed 65 176 0 28 Jun 2020
Heterogeneous Knowledge Distillation using Information Flow Modeling Nikolaos Passalis Maria Tzelepi Anastasios Tefas 75 139 0 02 May 2020
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Yan Wang Wei-Lun Chao Kilian Q. Weinberger Laurens van der Maaten VLM 89 341 0 12 Nov 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 75 1,072 0 18 Aug 2019
Knowledge Amalgamation from Heterogeneous Networks by Common Feature Learning Sihui Luo Xinchao Wang Gongfan Fang Yao Hu Dapeng Tao Xiuming Zhang MoMe 49 48 0 24 Jun 2019
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale Alina Kuznetsova H. Rom N. Alldrin J. Uijlings Ivan Krasin ... S. Popov Matteo Malloci Alexander Kolesnikov Tom Duerig V. Ferrari ObjD VLM 118 1,354 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 811 132,725 0 12 Jun 2017
CORe50: a New Dataset and Benchmark for Continuous Object Recognition Vincenzo Lomonaco Davide Maltoni 186 494 0 09 May 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 305 8,164 0 15 Mar 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
FitNets: Hints for Thin Deep Nets Adriana Romero Nicolas Ballas Samira Ebrahimi Kahou Antoine Chassang C. Gatta Yoshua Bengio FedML 332 3,906 0 19 Dec 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 437 43,875 0 01 May 2014