Taskonomy: Disentangling Task Transfer Learning

23 April 2018

Silvio Savarese

Papers citing "Taskonomy: Disentangling Task Transfer Learning"

50 / 295 papers shown

Title
TaskWeb: Selecting Better Source Tasks for Multi-task NLP Joongwon Kim Akari Asai Gabriel Ilharco Hannaneh Hajishirzi 39 11 0 22 May 2023
Understanding 3D Object Interaction from a Single Image Shengyi Qian David Fouhey 32 16 0 16 May 2023
To transfer or not transfer: Unified transferability metric and analysis Qianshan Zhan Fangyin Wei 34 2 0 12 May 2023
The Second Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Michaela Trescakova Chris Russell Simon Hadfield ... Guangkai Xu Wei Yin Jun Yu Qi Zhang Chaoqiang Zhao MDE 32 11 0 14 Apr 2023
Impact of Pseudo Depth on Open World Object Segmentation with Minimal User Guidance Robin Schon K. Ludwig Rainer Lienhart VLM MDE 51 2 0 12 Apr 2023
Medical Image Analysis using Deep Relational Learning Zhi-Hu Liu MedIm 17 0 0 28 Mar 2023
It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness Peiyu Xiong Michael W. Tegegn Jaskeerat Singh Sarin Shubhraneel Pal Julia Rubin SILM AAML 37 8 0 17 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 37 1 0 13 Mar 2023
Object-Centric Multi-Task Learning for Human Instances Hyeongseok Son Sang-Il Jung Solae Lee Seong-heum Kim Seungsang Park ByungIn Yoo 3DH 36 0 0 13 Mar 2023
GECCO: Geometrically-Conditioned Point Diffusion Models M. Tyszkiewicz Pascal Fua Eduard Trulls DiffM 26 21 0 10 Mar 2023
Provable Pathways: Learning Multiple Tasks over Multiple Paths Yingcong Li Samet Oymak MoE 29 4 0 08 Mar 2023
Prismer: A Vision-Language Model with Multi-Task Experts Shikun Liu Linxi Fan Edward Johns Zhiding Yu Chaowei Xiao Anima Anandkumar VLM MLLM 49 21 0 04 Mar 2023
3D generation on ImageNet Ivan Skorokhodov Aliaksandr Siarohin Yinghao Xu Jian Ren Hsin-Ying Lee Peter Wonka Sergey Tulyakov 69 55 0 02 Mar 2023
Approximately optimal domain adaptation with Fisher's Linear Discriminant Hayden S. Helm Ashwin De Silva Joshua T. Vogelstein Carey E. Priebe Weiwei Yang 35 2 0 27 Feb 2023
SSR-2D: Semantic 3D Scene Reconstruction from 2D Images J. Huang Alexey Artemov Yujin Chen Shuaifeng Zhi Kaiyang Xu Matthias Nießner 3DV 3DPC 45 3 0 07 Feb 2023
Egocentric Video Task Translation @ Ego4D Challenge 2022 Zihui Xue Yale Song Kristen Grauman Lorenzo Torresani EgoV 19 2 0 03 Feb 2023
GDOD: Effective Gradient Descent using Orthogonal Decomposition for Multi-Task Learning Xin Dong Ruize Wu Chao Xiong Hai Li Lei Cheng Yong He Shiyou Qian Jian Cao Linjian Mo 11 4 0 31 Jan 2023
Booster: a Benchmark for Depth from Images of Specular and Transparent Surfaces Pierluigi Zama Ramirez Alex Costanzino Fabio Tosi Matteo Poggi Samuele Salti S. Mattoccia Luigi Di Stefano MDE 30 21 0 19 Jan 2023
Does progress on ImageNet transfer to real-world datasets? Alex Fang Simon Kornblith Ludwig Schmidt VLM 34 34 0 11 Jan 2023
TarViS: A Unified Approach for Target-based Video Segmentation A. Athar Alexander Hermans Jonathon Luiten Deva Ramanan Bastian Leibe VOS 26 29 0 06 Jan 2023
Task Weighting in Meta-learning with Trajectory Optimisation Cuong C. Nguyen Thanh-Toan Do G. Carneiro 38 3 0 04 Jan 2023
BS3D: Building-scale 3D Reconstruction from RGB-D Images Janne Mustaniemi Arno Solin Esa Rahtu Li Liu J. Heikkilä 3DV 44 2 0 03 Jan 2023
Reversible Column Networks Yuxuan Cai Yi Zhou Qi Han Jianjian Sun Xiangwen Kong Jun Yu Li Xiangyu Zhang VLM 31 53 0 22 Dec 2022
An Information-Theoretic Approach to Transferability in Task Transfer Learning Yajie Bao Yongni Li Shao-Lun Huang Lin Zhang Lizhong Zheng Amir Zamir Leonidas J. Guibas 17 119 0 20 Dec 2022
Egocentric Video Task Translation Zihui Xue Yale Song Kristen Grauman Lorenzo Torresani EgoV 33 12 0 13 Dec 2022
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data Roei Herzig Ofir Abramovich Elad Ben-Avraham Assaf Arbelle Leonid Karlinsky Ariel Shamir Trevor Darrell Amir Globerson 43 16 0 08 Dec 2022
Relationship Quantification of Image Degradations Wenxin Wang Boyun Li Yuanbiao Gou Peng Hu Wangmeng Zuo Xiaocui Peng 32 5 0 08 Dec 2022
Task Discovery: Finding the Tasks that Neural Networks Generalize on Andrei Atanov Andrei Filatov Teresa Yeo Ajay Sohmshetty Amir Zamir OOD 50 10 0 01 Dec 2022
Perceive, Ground, Reason, and Act: A Benchmark for General-purpose Visual Representation Jiangyong Huang William Zhu Baoxiong Jia Zan Wang Xiaojian Ma Qing Li Siyuan Huang 40 5 0 28 Nov 2022
AdaTask: A Task-aware Adaptive Learning Rate Approach to Multi-task Learning Enneng Yang Junwei Pan Ximei Wang Haibin Yu Li Shen Xihua Chen Lei Xiao Jie Jiang G. Guo 46 43 0 28 Nov 2022
Multi-Task Learning of Object State Changes from Uncurated Videos Tomávs Souvcek Jean-Baptiste Alayrac Antoine Miech Ivan Laptev Josef Sivic 39 11 0 24 Nov 2022
SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control Wenlu Du J. Ye Jingyi Gu Jing Li Hua Wei Gui-Liu Wang 33 29 0 20 Nov 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 35 5 0 16 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 32 7 0 13 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 36 5 0 31 Oct 2022
M $^3$ ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design Hanxue Liang Zhiwen Fan Rishov Sarkar Ziyu Jiang Tianlong Chen Kai Zou Yu Cheng Cong Hao Zhangyang Wang MoE 42 81 0 26 Oct 2022
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion Philippe Weinzaepfel Vincent Leroy Thomas Lucas Romain Brégier Yohann Cabon Vaibhav Arora L. Antsfeld Boris Chidlovskii G. Csurka Jérôme Revaud SSL 42 65 0 19 Oct 2022
Task Grouping for Multilingual Text Recognition Jing Huang Kevin J Liang Rama Kovvuri Tal Hassner 20 5 0 13 Oct 2022
Composite Learning for Robust and Effective Dense Predictions Menelaos Kanakis Thomas E. Huang David Brüggemann Feng Yu Luc Van Gool SSL 39 3 0 13 Oct 2022
Content-Based Search for Deep Generative Models Daohan Lu Sheng-Yu Wang Nupur Kumari Rohan Agarwal Mia Tang David Bau Jun-Yan Zhu DiffM SyDa 38 5 0 06 Oct 2022
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 46 7 0 05 Oct 2022
Improving Multi-fidelity Optimization with a Recurring Learning Rate for Hyperparameter Tuning HyunJae Lee Gihyeon Lee Junh-Nam Kim Sungjun Cho Dohyun Kim Donggeun Yoo 39 3 0 26 Sep 2022
SemSegDepth: A Combined Model for Semantic Segmentation and Depth Completion J. Lagos Esa Rahtu VLM 3DV 32 5 0 01 Sep 2022
Towards Accurate Reconstruction of 3D Scene Shape from A Single Monocular Image Wei Yin Jianming Zhang Oliver Wang Simon Niklaus Simon Chen Yifan Liu Chunhua Shen MDE 40 44 0 28 Aug 2022
Learning More May Not Be Better: Knowledge Transferability in Vision and Language Tasks Tianwei Chen Noa Garcia Mayu Otani Chenhui Chu Yuta Nakashima Hajime Nagahara VLM 41 0 0 23 Aug 2022
Net2Brain: A Toolbox to compare artificial vision models with human brain responses Domenic Bersch Kshitij Dwivedi Martina Vilas Radoslaw Martin Cichy Gemma Roig 28 5 0 20 Aug 2022
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing Naresh Gurulingan Elahe Arani Bahram Zonooz 24 1 0 19 Aug 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues Zitong Yu Rizhao Cai Zhi Li Wenhan Yang Jingang Shi Alex C. Kot AAML CVBM 42 33 0 10 Aug 2022
SelectionConv: Convolutional Neural Networks for Non-rectilinear Image Data David Hart Michael Whitney B. Morse 45 2 0 18 Jul 2022
Beyond Transfer Learning: Co-finetuning for Action Localisation Anurag Arnab Xuehan Xiong A. Gritsenko Rob Romijnders Josip Djolonga Mostafa Dehghani Chen Sun Mario Lucic Cordelia Schmid 38 8 0 08 Jul 2022