UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory

7 September 2016

Papers citing "UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory"

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Title
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 21 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
When Multi-Task Learning Meets Partial Supervision: A Computer Vision Review Maxime Fontana Michael W. Spratling Miaojing Shi 50 6 0 25 Jul 2023
Does Visual Pretraining Help End-to-End Reasoning? Chen Sun Calvin Luo Xingyi Zhou Anurag Arnab Cordelia Schmid OCL LRM ViT 38 3 0 17 Jul 2023
An Efficient General-Purpose Modular Vision Model via Multi-Task Heterogeneous Training Z. Chen Mingyu Ding Songlin Yang Wei Zhan Masayoshi Tomizuka Erik Learned-Miller Chuang Gan MoE 29 8 0 29 Jun 2023
Knowledge Assembly: Semi-Supervised Multi-Task Learning from Multiple Datasets with Disjoint Labels Federica Spinola Philipp Benz Minhyeong Yu Tae-Hoon Kim 26 0 0 15 Jun 2023
Towards AGI in Computer Vision: Lessons Learned from GPT and Large Language Models Lingxi Xie Longhui Wei Xiaopeng Zhang Kaifeng Bi Xiaotao Gu Jianlong Chang Qi Tian 38 7 0 14 Jun 2023
A Dynamic Feature Interaction Framework for Multi-task Visual Perception Yuling Xi Hao Chen Ning Wang Peng Wang Yanning Zhang Chunhua Shen Yifan Liu 35 4 0 08 Jun 2023
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene Understanding Hanrong Ye Dan Xu ViT 32 10 0 08 Jun 2023
FAMO: Fast Adaptive Multitask Optimization B. Liu Yihao Feng Peter Stone Qian Liu 41 31 0 06 Jun 2023
Independent Component Alignment for Multi-Task Learning Dmitry Senushkin Nikolay Patakin Arseny Kuznetsov Anton Konushin CVBM 40 41 0 30 May 2023
DynaShare: Task and Instance Conditioned Parameter Sharing for Multi-Task Learning E. Rahimian Golara Javadi Frederick Tung Gabriel L. Oliveira MoE 27 2 0 26 May 2023
Modeling Task Relationships in Multi-variate Soft Sensor with Balanced Mixture-of-Experts Yuxin Huang Hao Wang Zhaoran Liu Licheng Pan Haozhe Li Xinggao Liu MoE 40 17 0 25 May 2023
Multi-Task Models Adversarial Attacks Lijun Zhang Xiao Liu Kaleel Mahmood Caiwen Ding Hui Guan AAML 23 0 0 20 May 2023
Boosting Semantic Segmentation with Semantic Boundaries Haruya Ishikawa Y. Aoki 21 4 0 19 Apr 2023
Towards Flexible Multi-modal Document Models Naoto Inoue Kotaro Kikuchi E. Simo-Serra Mayu Otani Kota Yamaguchi 42 20 0 31 Mar 2023
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision Lucas Beyer Bo Wan Gagan Madan Filip Pavetić Andreas Steiner ... Emanuele Bugliarello Tianlin Li Qihang Yu Liang-Chieh Chen Xiaohua Zhai 57 8 0 30 Mar 2023
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective Weixia Zhang Guangtao Zhai Ying Wei Xiaokang Yang Kede Ma VLM 32 170 0 27 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
Adaptive Weight Assignment Scheme For Multi-task Learning A. Huq Mst. Tasnim Pervin 13 0 0 10 Mar 2023
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining Shixiang Tang Cheng Chen Qingsong Xie Meilin Chen Yizhou Wang ... Feng Zhu Haiyang Yang Li Yi Rui Zhao Wanli Ouyang VLM 29 36 0 10 Mar 2023
UniHCP: A Unified Model for Human-Centric Perceptions Yuanzheng Ci Yizhou Wang Meilin Chen Shixiang Tang Lei Bai Feng Zhu Rui Zhao F. Yu Donglian Qi Wanli Ouyang 82 51 0 06 Mar 2023
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving Xiwen Liang Minzhe Niu Jianhua Han Hang Xu Chunjing Xu Xiaodan Liang VLM 31 14 0 03 Mar 2023
Multi-task neural networks by learned contextual inputs Anders T. Sandnes B. Grimstad O. Kolbjørnsen 14 1 0 01 Mar 2023
Recon: Reducing Conflicting Gradients from the Root for Multi-Task Learning Guangyuan Shi Qimai Li Wenlong Zhang Jiaxin Chen Xiao-Ming Wu 32 32 0 22 Feb 2023
TMoE-P: Towards the Pareto Optimum for Multivariate Soft Sensors Licheng Pan Hao Wang Zhichao Chen Yuxin Huang Xinggao Liu 32 0 0 21 Feb 2023
Same Same, But Different: Conditional Multi-Task Learning for Demographic-Specific Toxicity Detection Soumyajit Gupta Sooyong Lee Maria De-Arteaga Matthew Lease 27 13 0 14 Feb 2023
ForkMerge: Mitigating Negative Transfer in Auxiliary-Task Learning Junguang Jiang Baixu Chen Junwei Pan Ximei Wang Liu Dapeng Jie Jiang Mingsheng Long MoMe 29 20 0 30 Jan 2023
Learning Good Features to Transfer Across Tasks and Domains Pierluigi Zama Ramirez Adriano Cardace Luca de Luigi A. Tonioni Samuele Salti Luigi Di Stefano OOD 22 9 0 26 Jan 2023
Training Semantic Segmentation on Heterogeneous Datasets Panagiotis Meletis Gijs Dubbelman 26 2 0 18 Jan 2023
Face Inverse Rendering via Hierarchical Decoupling Ming Wang Xiaojie Guo Wenjing Dai Jiawan Zhang 3DV 3DH CVBM 30 3 0 17 Jan 2023
SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning Chengzhi Wu Linxi Qiu Kanran Zhou Julius Pfrommer Jürgen Beyerer 37 1 0 11 Jan 2023
TarViS: A Unified Approach for Target-based Video Segmentation A. Athar Alexander Hermans Jonathon Luiten Deva Ramanan Bastian Leibe VOS 23 29 0 06 Jan 2023
Mod-Squad: Designing Mixture of Experts As Modular Multi-Task Learners Zitian Chen Songlin Yang Mingyu Ding Zhenfang Chen Hengshuang Zhao E. Learned-Miller Chuang Gan MoE 18 14 0 15 Dec 2022
Body Segmentation Using Multi-task Learning Julijan Jug Ajda Lampe Vitomir Štruc Peter Peer 3DH 18 2 0 13 Dec 2022
Egocentric Video Task Translation Zihui Xue Yale Song Kristen Grauman Lorenzo Torresani EgoV 29 13 0 13 Dec 2022
Task-Aware Asynchronous Multi-Task Model with Class Incremental Contrastive Learning for Surgical Scene Understanding Lalithkumar Seenivasan Mobarakol Islam Mengya Xu C. Lim Hongliang Ren 35 3 0 28 Nov 2022
Improving Multi-task Learning via Seeking Task-based Flat Regions Hoang Phan Lam C. Tran Ngoc N. Tran Nhat Ho Dinh Q. Phung Trung Le 27 11 0 24 Nov 2022
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings N. Durasov Nik Dorndorf Pascal Fua VLM 21 5 0 21 Nov 2022
Unifying Tracking and Image-Video Object Detection Peirong Liu Rui Wang Pengchuan Zhang Omid Poursaeed Yipin Zhou Xuefei Cao Sreya . Dutta Roy Ashish Shah Ser-Nam Lim 26 0 0 20 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
Multi-task Video Enhancement for Dental Interventions E. Katsaros P. K. Ostrowski Krzysztof Wlódarczak E. Lewandowska J. Rumiński Damian Siupka-Mróz Lukasz Lassmann Anna Jezierska Daniel Wȩsierski 27 5 0 25 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
TriangleNet: Edge Prior Augmented Network for Semantic Segmentation through Cross-Task Consistency Dan Zhang Rui Zheng Luosang Gadeng Pei Yang 30 0 0 11 Oct 2022
VIMA: General Robot Manipulation with Multimodal Prompts Yunfan Jiang Agrim Gupta Zichen Zhang Guanzhi Wang Yongqiang Dou Yanjun Chen Li Fei-Fei Anima Anandkumar Yuke Zhu Linxi Fan LM&Ro 28 336 0 06 Oct 2022
Effective Adaptation in Multi-Task Co-Training for Unified Autonomous Driving Xiwen Liang Yangxin Wu Jianhua Han Hang Xu Chunjing Xu Xiaodan Liang 27 31 0 19 Sep 2022
Efficient Perception, Planning, and Control Algorithm for Vision-Based Automated Vehicles Der-Hau Lee 27 5 0 15 Sep 2022
Retinal Structure Detection in OCTA Image via Voting-based Multi-task Learning Jinkui Hao Ting-Li Shen Xueli Zhu Yonghuai Liu Ardhendu Behera Dan Zhang Bang Chen Jiang-Dong Liu Jiong Zhang Yitian Zhao 41 24 0 23 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 32 0 10 Aug 2022
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks Andrew M. Saxe Shagun Sodhani Sam Lewallen AI4CE 30 34 0 21 Jul 2022