MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning

19 January 2020

Luc Van Gool

Papers citing "MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning"

50 / 53 papers shown

Title
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations Krishna Sri Ipsit Mantri Carola-Bibiane Schönlieb Bruno Ribeiro Chaim Baskin Moshe Eliasof 43 0 0 09 Feb 2025
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning Hanwen Zhong Jiaxin Chen Yutong Zhang Di Huang Yunhong Wang MoE 44 0 0 12 Jan 2025
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task Learning Yuxiang Lu Shengcao Cao Yu-xiong Wang 55 1 0 18 Oct 2024
Stylistic Multi-Task Analysis of Ukiyo-e Woodblock Prints Selina Khan Nanne van Noord 58 4 0 16 Oct 2024
SGW-based Multi-Task Learning in Vision Tasks Ruiyuan Zhang Yuyao Chen Yuchi Huo Jiaxiang Liu Dianbing Xi Jie Liu Chao Wu 28 0 0 03 Oct 2024
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining Tushar Kataria Beatrice Knudsen Shireen Y. Elhabian DiffM MedIm 34 9 0 17 Mar 2024
Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation S. Landgraf Markus Hillemann Theodor Kapler Markus Ulrich UQCV 34 8 0 16 Feb 2024
Disentangled Latent Spaces Facilitate Data-Driven Auxiliary Learning Geri Skenderi Luigi Capogrosso Andrea Toaiari Matteo Denitto Franco Fummi Simone Melzi Marco Cristani OOD 36 0 0 13 Oct 2023
Spatial-information Guided Adaptive Context-aware Network for Efficient RGB-D Semantic Segmentation Yang Zhang Chenyun Xiong Junjie Liu Xuhui Ye Guodong Sun 33 14 0 11 Aug 2023
Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives Chuntao Ding Zhichao Lu Shangguang Wang Ran Cheng Vishnu Boddeti MoMe 26 16 0 03 Aug 2023
TaskExpert: Dynamically Assembling Multi-Task Representations with Memorial Mixture-of-Experts Hanrong Ye Dan Xu MoE 42 26 0 28 Jul 2023
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene Understanding Hanrong Ye Dan Xu ViT 35 10 0 08 Jun 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo-Wen Zhang Tao Chen Jiayuan Fan Bin Wang 32 18 0 21 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 32 1 0 13 Mar 2023
MaxGNR: A Dynamic Weight Strategy via Maximizing Gradient-to-Noise Ratio for Multi-Task Learning Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin 19 2 0 18 Feb 2023
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense Prediction Yang Yang Yibo Yang Lefei Zhang ViT 36 52 0 09 Jan 2023
PanopticPartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation Xiangtai Li Shilin Xu Yibo Yang Haobo Yuan Guangliang Cheng Yu Tong Zhouchen Lin Ming-Hsuan Yang Dacheng Tao ViT 42 21 0 03 Jan 2023
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 41 16 0 08 Dec 2022
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings N. Durasov Nik Dorndorf Pascal Fua VLM 21 5 0 21 Nov 2022
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA Tingbo Liao Huang-ru Liao Shan Yang Jiemei Yao Li-Yuan Tsao ... Bo Wun Cheng Chen-Hao Chao Chia-Che Chang Yi-Chen Lo Chun-Yi Lee 24 1 0 16 Nov 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
U-HRNet: Delving into Improving Semantic Representation of High Resolution Network for Dense Prediction Jian Wang Xiang Long Guowei Chen Zewu Wu Zeyu Chen Errui Ding SSeg 25 11 0 13 Oct 2022
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks Yen-Cheng Liu Chih-Yao Ma Junjiao Tian Zijian He Z. Kira 128 47 0 07 Oct 2022
Masked Supervised Learning for Semantic Segmentation H. Zunair A. Ben Hamza 24 6 0 03 Oct 2022
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing Naresh Gurulingan Elahe Arani Bahram Zonooz 24 1 0 19 Aug 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving Markus Schön M. Buchholz Klaus C. J. Dietmayer 3DPC 3DGS 33 42 0 27 Jun 2022
Cross-task Attention Mechanism for Dense Multi-task Learning Ivan Lopes Tuan-Hung Vu Raoul de Charette 22 26 0 17 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 44 55 0 13 Jun 2022
Multi-Task Learning with Multi-Query Transformer for Dense Prediction Yangyang Xu Xiangtai Li Haobo Yuan Yibo Yang Lefei Zhang ViT 28 45 0 28 May 2022
Medusa: Universal Feature Learning via Attentional Multitasking Jaime Spencer Richard Bowden Simon Hadfield CLL 36 1 0 12 Apr 2022
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site Validation Xu Tian Jin Liu Hulin Kuang Yu Sheng Jianxin Wang The Alzheimer’s Disease Neuroimaging Initiative 16 5 0 02 Apr 2022
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding Hanrong Ye Dan Xu ViT 26 84 0 15 Mar 2022
Depth-Independent Depth Completion via Least Square Estimation Xianze Fang Yunkai Wang Zexi Chen Yue Wang R. Xiong MDE 3DV 19 0 0 07 Mar 2022
On Steering Multi-Annotations per Sample for Multi-Task Learning Yuan Li Yiwen Guo Qizhang Li Hongzhi Zhang W. Zuo 25 0 0 06 Mar 2022
Auto-Lambda: Disentangling Dynamic Task Relationships Shikun Liu Stephen James Andrew J. Davison Edward Johns 42 75 0 07 Feb 2022
Attentive Task Interaction Network for Multi-Task Learning Dimitrios Sinodinos Narges Armanfard AIMat 23 2 0 25 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI Mahsa Paknezhad Hamsawardhini Rengarajan Chenghao Yuan Sujanya Suresh Manas Gupta Savitha Ramasamy Hwee Kuan Lee OOD 38 1 0 24 Jan 2022
Channel Exchanging Networks for Multimodal and Multitask Dense Image Prediction Yikai Wang Gang Hua Wenbing Huang Fengxiang He Dacheng Tao 54 29 0 04 Dec 2021
Learning Multiple Dense Prediction Tasks from Partially Annotated Data Weihong Li Xialei Liu Hakan Bilen 45 40 0 29 Nov 2021
Instance-wise Occlusion and Depth Orders in Natural Scenes Hyunmin Lee Jaesik Park 3DV 28 25 0 29 Nov 2021
Cross-Task Consistency Learning Framework for Multi-Task Learning Akihiro Nakano Shi Chen K. Demachi CVBM 22 3 0 28 Nov 2021
Dual Transfer Learning for Event-based End-task Prediction via Pluggable Event to Image Translation Lin Wang Yujeong Chae Kuk-Jin Yoon 32 32 0 04 Sep 2021
Fine-grained Semantics-aware Representation Enhancement for Self-supervised Monocular Depth Estimation Hyun-Joo Jung Eunhyeok Park S. Yoo MDE 36 108 0 19 Aug 2021
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks Naresh Gurulingan Elahe Arani Bahram Zonooz 17 7 0 10 Aug 2021
Geometry Uncertainty Projection Network for Monocular 3D Object Detection Yan Lu Xinzhu Ma Lei Yang Tianzhu Zhang Yating Liu Qi Chu Junjie Yan Wanli Ouyang MDE 22 211 0 29 Jul 2021
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation Suman Saha Anton Obukhov D. Paudel Menelaos Kanakis Yuhua Chen Stamatios Georgoulis Luc Van Gool OOD 39 55 0 17 May 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Qin Wang Dengxin Dai Lukas Hoyer Luc Van Gool Olga Fink OOD MDE 53 139 0 28 Apr 2021
InverseForm: A Loss Function for Structured Boundary-Aware Segmentation Shubhankar Borse Ying Wang Yizhe Zhang Fatih Porikli 27 114 0 06 Apr 2021
Detecting 32 Pedestrian Attributes for Autonomous Vehicles Taylor Mordan Matthieu Cord P. Pérez Alexandre Alahi 24 22 0 04 Dec 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 53 609 0 10 Sep 2020