Universal Few-shot Learning of Dense Prediction Tasks with Visual Token Matching

27 March 2023

ArXiv (abs)PDF HTML Github (253★)

Papers citing "Universal Few-shot Learning of Dense Prediction Tasks with Visual Token Matching"

31 / 31 papers shown

Title
Explore In-Context Segmentation via Latent Diffusion Models Chaoyang Wang Xiangtai Li Henghui Ding Lu Qi Jiangning Zhang Yunhai Tong Chen Change Loy Shuicheng Yan DiffM 132 7 0 14 Mar 2024
Self-Support Few-Shot Semantic Segmentation Qi Fan Wenjie Pei Yu-Wing Tai Chi-Keung Tang 90 146 0 23 Jul 2022
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Sunghwan Hong Seokju Cho Jisu Nam Stephen Lin Seung Wook Kim ViT 81 132 0 22 Jul 2022
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Ehtesham Iqbal Sirojbek Safarov Seongdeok Bang 50 36 0 20 Jun 2022
Vision Transformer Adapter for Dense Predictions Zhe Chen Yuchen Duan Wenhai Wang Junjun He Tong Lu Jifeng Dai Yu Qiao 132 564 0 17 May 2022
Visual Prompt Tuning Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 153 1,639 0 23 Mar 2022
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding Hanrong Ye Dan Xu ViT 57 88 0 15 Mar 2022
Benchmarking Detection Transfer Learning with Vision Transformers Yanghao Li Saining Xie Xinlei Chen Piotr Dollar Kaiming He Ross B. Girshick 75 168 0 22 Nov 2021
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models Elad Ben-Zaken Shauli Ravfogel Yoav Goldberg 168 1,240 0 18 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 281 2,826 0 15 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 579 4,077 0 18 Apr 2021
Hypercorrelation Squeeze for Few-Shot Segmentation Juhong Min Dahyun Kang Minsu Cho 86 296 0 04 Apr 2021
Vision Transformers for Dense Prediction René Ranftl Alexey Bochkovskiy V. Koltun ViT MDE 138 1,746 0 24 Mar 2021
Abstraction and Analogy-Making in Artificial Intelligence Melanie Mitchell 77 167 0 22 Feb 2021
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 77 686 0 18 Nov 2020
Unsupervised Learning of Dense Visual Representations Pedro H. O. Pinheiro Amjad Almahairi Ryan Y. Benmalek Florian Golemo Aaron Courville SSL MDE 100 193 0 11 Nov 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation Zhibo Fan Jin-Gang Yu Zhihao Liang Jiarong Ou Changxin Gao Guisong Xia Yuanqing Li 91 69 0 31 Mar 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 121 728 0 19 Mar 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez Feng Yu ObjD 221 555 0 16 Mar 2020
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 64 1,070 0 18 Aug 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 103 517 0 18 May 2019
Few-shot Object Detection via Feature Reweighting Bingyi Kang Zhuang Liu Xin Wang Feng Yu Jiashi Feng Trevor Darrell ObjD OffRL 94 699 0 05 Dec 2018
One-Shot Instance Segmentation Claudio Michaelis Ivan Ustyuzhaninov Matthias Bethge Alexander S. Ecker ISeg 93 89 0 28 Nov 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 126 1,221 0 23 Apr 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 282 9,797 0 25 Oct 2017
One-Shot Learning for Semantic Segmentation Amirreza Shaban Shray Bansal Ziqiang Liu Irfan Essa Byron Boots SSeg VLM 115 704 0 11 Sep 2017
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 261 2,851 0 20 Nov 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 413 10,526 0 21 Jul 2016
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 172 5,037 0 27 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 373 7,323 0 13 Jun 2016
Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-Scale Convolutional Architecture David Eigen Rob Fergus VLM MDE 209 2,681 0 18 Nov 2014