Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks

Neural Information Processing Systems (NeurIPS), 2022

7 October 2022

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Papers citing "Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks"

37 / 37 papers shown

Title
MSLoRA: Multi-Scale Low-Rank Adaptation via Attention Reweighting Xu Yang Gady Agam 70 0 0 16 Nov 2025
F-Adapter: Frequency-Adaptive Parameter-Efficient Fine-Tuning in Scientific Machine Learning H. Zhang Chun Kang Yan Wang Difan Zou 161 0 0 27 Sep 2025
Parameter-Efficient Multi-Task Learning via Progressive Task-Specific Adaptation Neeraj Gangwar A. Rangi Rishabh Deshmukh Holakou Rahmanian Yesh Dattatreya N. Kani MoMe 116 0 0 23 Sep 2025
Separating Shared and Domain-Specific LoRAs for Multi-Domain Learning Yusaku Takama Ning Ding Tatsuya Yokota Toru Tamaki 82 0 0 05 Aug 2025
Multi-Task Dense Prediction Fine-Tuning with Mixture of Fine-Grained Experts Yangyang Xu Xi Ye Duo Su MoE MoMe 145 0 0 25 Jul 2025
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey and Benchmark Yi Xin Jianjiang Yang Haodi Zhou Junlong Du Qi Qin ... Bin Fu Xiaokang Yang Guangtao Zhai Ming-Hsuan Yang Xiaohong Liu VLM 441 86 0 01 Jul 2025
MoORE: SVD-based Model MoE-ization for Conflict- and Oblivion-Resistant Multi-Task Adaptation Shen Yuan Yin Zheng Taifeng Wang Binbin Liu Hongteng Xu MoMe 248 1 0 17 Jun 2025
StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic Datasets Anh-Quan Cao Ivan Lopes Raoul de Charette 151 1 0 09 Jun 2025
BARIS: Boundary-Aware Refinement with Environmental Degradation Priors for Robust Underwater Instance Segmentation Pin-Chi Pan Soo-Chang Pei 218 0 0 28 Apr 2025
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsComputer Vision and Pattern Recognition (CVPR), 2025 Krishna Sri Ipsit Mantri Carola-Bibiane Schönlieb Bruno Ribeiro Chaim Baskin Moshe Eliasof 351 5 0 09 Feb 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 457 30 0 23 Jan 2025
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning Hanwen Zhong Jiaxin Chen Yutong Zhang Di Huang Yunhong Wang MoE 246 0 0 12 Jan 2025
DINO-Foresight: Looking into the Future with DINO Efstathios Karypidis Ioannis Kakogeorgiou Spyros Gidaris N. Komodakis AI4CE 496 12 0 16 Dec 2024
Rethinking Weight Decay for Robust Fine-Tuning of Foundation ModelsNeural Information Processing Systems (NeurIPS), 2024 Junjiao Tian Chengyue Huang Z. Kira 148 3 0 03 Nov 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 409 14 0 24 Oct 2024
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task LearningInternational Conference on Learning Representations (ICLR), 2024 Yuxiang Lu Shengcao Cao Yu-Xiong Wang 419 4 0 18 Oct 2024
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual RecognitionComputer Vision and Pattern Recognition (CVPR), 2024 Zheda Mai Ping Zhang Cheng-Hao Tu Hong-You Chen Li Zhang Wei-Lun Chao 182 0 0 24 Sep 2024
5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition TasksComputer Vision and Pattern Recognition (CVPR), 2024 Dongshuo Yin Leiyi Hu Bin Li Youqun Zhang Xue Yang 312 30 0 15 Aug 2024
MLAE: Masked LoRA Experts for Parameter-Efficient Fine-Tuning Junjie Wang Guangjing Yang Wentao Chen Huahui Yi Xiaohu Wu Qicheng Lao MoE ALM 179 4 0 29 May 2024
Near-Infrared and Low-Rank Adaptation of Vision Transformers in Remote Sensing Irem Ülkü Ö. Ö. Tanriöver Erdem Akagündüz ViT 109 1 0 28 May 2024
Joint-Task Regularization for Partially Labeled Multi-Task LearningComputer Vision and Pattern Recognition (CVPR), 2024 Kento Nishi Junsik Kim Wanhua Li Hanspeter Pfister 265 6 0 02 Apr 2024
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning Ahmed A. Agiza Marina Neseem Sherief Reda MoE 194 41 0 29 Mar 2024
Multi-Task Dense Prediction via Mixture of Low-Rank Experts Yuqi Yang Peng-Tao Jiang Qibin Hou Hao Zhang Jinwei Chen Yue Liu MoE 219 54 0 26 Mar 2024
Task Indicating Transformer for Task-conditional Dense Predictions Yuxiang Lu Shalayiding Sirejiding Bayram Bayramli Wei Ji Yue Ding Hongtao Lu 160 3 0 01 Mar 2024
VMT-Adapter: Parameter-Efficient Transfer Learning for Multi-Task Dense Scene UnderstandingAAAI Conference on Artificial Intelligence (AAAI), 2023 Yi Xin Junlong Du Qiang Wang Zhiwen Lin Ke Yan VPVLM 313 76 0 14 Dec 2023
MmAP : Multi-modal Alignment Prompt for Cross-domain Multi-task LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Yi Xin Junlong Du Qiang Wang Ke Yan Shouhong Ding VLM 150 83 0 14 Dec 2023
AdaptIR: Parameter Efficient Multi-task Adaptation for Pre-trained Image Restoration ModelsNeural Information Processing Systems (NeurIPS), 2023 Hang Guo Tao Dai Yuanchao Bai Bin Chen Shu-Tao Xia Zexuan Zhu 137 1 0 12 Dec 2023
CAST: Cross-Attention in Space and Time for Video Action RecognitionNeural Information Processing Systems (NeurIPS), 2023 Dongho Lee Jongseo Lee Jinwoo Choi EgoV 281 27 0 30 Nov 2023
Efficient Stitchable Task AdaptationComputer Vision and Pattern Recognition (CVPR), 2023 Haoyu He Zizheng Pan Jing Liu Jianfei Cai Bohan Zhuang 272 7 0 29 Nov 2023
Adapter is All You Need for Tuning Visual Tasks Dongshuo Yin Leiyi Hu Bin Li Youqun Zhang 221 20 0 25 Nov 2023
Fast Trainable Projection for Robust Fine-TuningNeural Information Processing Systems (NeurIPS), 2023 Junjiao Tian Yen-Cheng Liu James Seale Smith Z. Kira OOD 221 18 0 29 Oct 2023
Learning to Generate Parameters of ConvNets for Unseen Image DataIEEE Transactions on Image Processing (IEEE TIP), 2023 Shiye Wang Kaituo Feng Changsheng Li Ye Yuan Guoren Wang 255 1 0 18 Oct 2023
Parameter-efficient is not sufficient: Exploring Parameter, Memory, and Time Efficient Adapter Tuning for Dense PredictionsACM Multimedia (ACM MM), 2023 Dongshuo Yin Xueting Han Bin Li Hao Feng Jinghua Bai VPVLM 225 25 0 16 Jun 2023
Visual TuningACM Computing Surveys (ACM Comput. Surv.), 2023 Bruce X. B. Yu Jianlong Chang Haixin Wang Lin Liu Shijie Wang ... Lingxi Xie Haojie Li Zhouchen Lin Qi Tian Chang Wen Chen VLM 366 57 0 10 May 2023
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA James Smith Yen-Chang Hsu Lingyu Zhang Ting Hua Z. Kira Yilin Shen Hongxia Jin DiffM 387 139 0 12 Apr 2023
Vision Transformers are Parameter-Efficient Audio-Visual LearnersComputer Vision and Pattern Recognition (CVPR), 2022 Yan-Bo Lin Yi-Lin Sung Jie Lei Joey Tianyi Zhou Gedas Bertasius 192 106 0 15 Dec 2022
Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer LearningComputer Vision and Pattern Recognition (CVPR), 2022 Cheng-Hao Tu Zheda Mai Wei-Lun Chao 163 60 0 06 Dec 2022