DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers

18 March 2025

Mert Bulent Sariyildiz

Papers citing "DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers"

45 / 45 papers shown

Title
$Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\mathbf{M^2}$C)$ Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP $\mathbf{M^2}$ C) Fei-Yu Guo Li Zhu YiKang Wang Han Qi 70 2 0 02 Dec 2023
Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching Jiazheng Xing Mengmeng Wang Yudi Ruan Bofan Chen Yaowei Guo B. Mu Guangwen Dai Jingdong Wang Yong-Jin Liu 51 20 0 18 Aug 2023
On the Importance of Spatial Relations for Few-shot Action Recognition Yilun Zhang Yu Fu Xingjun Ma Lizhe Qi Jingjing Chen Zuxuan Wu Yueping Jiang ViT 69 7 0 14 Aug 2023
Multimodal Adaptation of CLIP for Few-Shot Action Recognition Jiazheng Xing Mengmeng Wang Xiaojun Hou Guangwen Dai Jingdong Wang Yong-Jin Liu VLM 42 0 0 03 Aug 2023
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition Fei-Yu Guo Li Zhu Yiwang Wang Jing Sun ViT 63 7 0 05 Jul 2023
How can objects help action recognition? Xingyi Zhou Anurag Arnab Chen Sun Cordelia Schmid 62 14 0 20 Jun 2023
Few-shot Action Recognition via Intra- and Inter-Video Information Maximization Huabin Liu W. Lin Tieyuan Chen Yuxi Li Shuyuan Li John See 58 5 0 10 May 2023
Segment Everything Everywhere All at Once Xueyan Zou Jianwei Yang Hao Zhang Feng Li Linjie Li Jianfeng Wang Lijuan Wang Jianfeng Gao Yong Jae Lee MLLM VLM 53 469 0 13 Apr 2023
Video Action Recognition with Attentive Semantic Units Yifei Chen Dapeng Chen Ruijin Liu Hao Li Wei Peng 35 11 0 17 Mar 2023
CLIP-guided Prototype Modulating for Few-shot Action Recognition Xiang Wang Shiwei Zhang Jun Cen Changxin Gao Yingya Zhang Deli Zhao Nong Sang VLM 61 56 0 06 Mar 2023
Revisiting the Spatial and Temporal Modeling for Few-shot Action Recognition Jiazheng Xing Mengmeng Wang Yong-Jin Liu B. Mu ViT 54 34 0 19 Jan 2023
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action Recognition Xiang Wang Shiwei Zhang Zhiwu Qing Zhe Zuo Changxin Gao Rong Jin Nong Sang 64 25 0 09 Jan 2023
Hierarchical Compositional Representations for Few-shot Action Recognition Chang-bo Li Jie Zhang Shuzhe Wu Xin Jin Shiguang Shan 53 21 0 19 Aug 2022
Compound Prototype Matching for Few-shot Action Recognition Yifei Huang Lijin Yang Yoichi Sato 77 44 0 12 Jul 2022
Few-Shot Fine-Grained Action Recognition via Bidirectional Attention and Contrastive Meta-Learning Jiahao Wang Yunhong Wang Sheng Liu Annan Li 61 17 0 15 Aug 2021
TA2N: Two-Stage Action Alignment Network for Few-shot Action Recognition Shuyuan Li Huabin Liu Rui Qian Yuxi Li John See Mengjuan Fei Xiaoyuan Yu W. Lin 43 79 0 10 Jul 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 681 28,659 0 26 Feb 2021
Few-shot Action Recognition with Prototype-centered Attentive Learning Xiatian Zhu Antoine Toisoul Juan-Manuel Prez-Ra Li Zhang Brais Martínez Tao Xiang 48 53 0 20 Jan 2021
Temporal-Relational CrossTransformers for Few-Shot Action Recognition Toby Perrett A. Masullo T. Burghardt Majid Mirmehdi Dima Damen ViT 76 147 0 15 Jan 2021
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video Recognition Yuqian Fu Li Zhang Junke Wang Yanwei Fu Yu-Gang Jiang 38 95 0 20 Oct 2020
Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization Congqi Cao Yajuan Li Qinyi Lv Peng Wang Yanning Zhang 31 32 0 13 Oct 2020
Cooperative Bi-path Metric for Few-shot Learning Zeyuan Wang Yifan Zhao Jia Li Yonghong Tian 40 35 0 10 Aug 2020
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 84 848 0 10 Sep 2019
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition M. Bishay Georgios Zoumpourlis Ioannis Patras ViT 49 155 0 21 Jul 2019
Few-Shot Video Classification via Temporal Alignment Kaidi Cao Jingwei Ji Zhangjie Cao C. Chang Juan Carlos Niebles AI4TS 56 238 0 27 Jun 2019
Image Deformation Meta-Networks for One-Shot Learning Z. Chen Yanwei Fu Yu-Xiong Wang Lin Ma Wei Liu M. Hebert 51 218 0 28 May 2019
Pairwise Body-Part Attention for Recognizing Human-Object Interactions Haoshu Fang Jinkun Cao Yu-Wing Tai Cewu Lu 61 134 0 28 Jul 2018
Meta-Learning with Latent Embedding Optimization Andrei A. Rusu Dushyant Rao Jakub Sygnowski Oriol Vinyals Razvan Pascanu Simon Osindero R. Hadsell 117 1,366 0 16 Jul 2018
Delta-encoder: an effective sample synthesis method for few-shot object recognition Eli Schwartz Leonid Karlinsky J. Shtok Sivan Harary Mattias Marder Rogerio Feris Abhishek Kumar Raja Giryes A. Bronstein 239 353 0 12 Jun 2018
TADAM: Task dependent adaptive metric for improved few-shot learning Boris N. Oreshkin Pau Rodríguez López Alexandre Lacoste 90 1,310 0 23 May 2018
Task-Agnostic Meta-Learning for Few-shot Learning Muhammad Abdullah Jamal Guo-Jun Qi M. Shah 74 461 0 20 May 2018
Low-Shot Learning from Imaginary Data Yu-Xiong Wang Ross B. Girshick M. Hebert Bharath Hariharan VLM 85 676 0 16 Jan 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 203 4,035 0 16 Nov 2017
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Zhenguo Li Fengwei Zhou Fei Chen Hang Li 71 1,114 0 31 Jul 2017
The "something something" video database for learning and evaluating visual common sense Raghav Goyal Samira Ebrahimi Kahou Vincent Michalski Joanna Materzynska S. Westphal ... Moritz Mueller-Freitag F. Hoppe Christian Thurau Ingo Bax Roland Memisevic VLM 71 1,516 0 13 Jun 2017
Few-Shot Image Recognition by Predicting Parameters from Activations Siyuan Qiao Chenxi Liu Wei Shen Alan Yuille VLM 59 553 0 12 Jun 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 199 7,961 0 22 May 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 216 8,072 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 759 11,793 0 09 Mar 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 216 19,796 0 07 Oct 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 293 7,299 0 13 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 850 149,474 0 22 Dec 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.1K 39,383 0 01 Sep 2014
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 94 6,100 0 03 Dec 2012