Scaling Up Personalized Aesthetic Assessment via Task Vector Customization

9 July 2024

Papers citing "Scaling Up Personalized Aesthetic Assessment via Task Vector Customization"

32 / 32 papers shown

Title
CLIP Brings Better Features to Visual Aesthetics Learners Liwu Xu Jinjin Xu Yuzhe Yang Yi-Jie Huang Yanchun Xie Yaqian Li VLM 71 3 0 28 Jul 2023
DataComp: In search of the next generation of multimodal datasets S. Gadre Gabriel Ilharco Alex Fang J. Hayase Georgios Smyrnis ... A. Dimakis J. Jitsev Y. Carmon Vaishaal Shankar Ludwig Schmidt VLM 64 426 0 27 Apr 2023
VILA: Learning Image Aesthetics from User Comments with Vision-Language Pretraining Junjie Ke Keren Ye Jiahui Yu Yonghui Wu P. Milanfar Feng Yang VLM 69 59 0 24 Mar 2023
End-to-End Diffusion Latent Optimization Improves Classifier Guidance Bram Wallace Akash Gokul Stefano Ermon Nikhil Naik 131 74 0 23 Mar 2023
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 152 474 0 08 Dec 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 129 3,355 0 16 Oct 2022
Exploring CLIP for Assessing the Look and Feel of Images Jianyi Wang Kelvin C. K. Chan Chen Change Loy VLM 105 548 0 25 Jul 2022
Personalized Image Aesthetics Assessment with Rich Attributes Yuzhe Yang Liwu Xu Leida Li Nan Qie Yaqian Li Peng Zhang Yandong Guo 27 57 0 31 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 112 953 1 10 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 272 15,081 0 20 Dec 2021
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Yang Lin Tianyu Zhang Peiqin Sun Zheng Li Shuchang Zhou ViT MQ 42 152 0 27 Nov 2021
PTQ4ViT: Post-training quantization for vision transformers with twin uniform quantization Zhihang Yuan Chenhao Xue Yiqi Chen Qiang Wu Guangyu Sun ViT MQ 45 136 0 24 Nov 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 110 713 0 04 Sep 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 200 652 0 12 Aug 2021
Post-Training Quantization for Vision Transformer Zhenhua Liu Yunhe Wang Kai Han Siwei Ma Wen Gao ViT MQ 85 332 0 27 Jun 2021
User-Guided Personalized Image Aesthetic Assessment based on Deep Reinforcement Learning Pei Lv Jianqing Fan Xixi Nie Weiming Dong Xiaoheng Jiang Bing Zhou Mingliang Xu Changsheng Xu 47 28 0 14 Jun 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 304 634 0 21 May 2021
On Data Efficiency of Meta-learning Maruan Al-Shedivat Liam Li Eric Xing Ameet Talwalkar FedML 36 23 0 30 Jan 2021
Transformer Interpretability Beyond Attention Visualization Hila Chefer Shir Gur Lior Wolf 90 652 0 17 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 458 40,217 0 22 Oct 2020
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment Hancheng Zhu Leida Li Jinjian Wu W. Dong Guangming Shi 67 279 0 11 Apr 2020
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality Zhenqiang Ying Haoran Niu Praful Gupta D. Mahajan Deepti Ghadiyaram A. Bovik 65 304 0 20 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 310 42,038 0 03 Dec 2019
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Vlad Hosu Hanhe Lin T. Szirányi Dietmar Saupe 97 561 0 14 Oct 2019
Aesthetic Attributes Assessment of Images Xin Jin Le Wu Geng Zhao Xiaodong Li Xiaokun Zhang Shiming Ge Dongqing Zou Bin Zhou Xinghui Zhou 36 39 0 11 Jul 2019
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Weixia Zhang Kede Ma Jia Yan Dexiang Deng Zhou Wang 71 656 0 05 Jul 2019
Effective Aesthetics Prediction with Multi-level Spatially Pooled Features Vlad Hosu Bastian Goldlücke Dietmar Saupe 41 140 0 02 Apr 2019
USAR: an Interactive User-specific Aesthetic Ranking Framework for Images Pei Lv Meng Wang Yongbo Xu Ze Peng Junyi Sun Shimei Su Bing Zhou Mingliang Xu 50 37 0 03 May 2018
NIMA: Neural Image Assessment Hossein Talebi P. Milanfar 3DH 63 892 0 15 Sep 2017
Photo Aesthetics Ranking Network with Attributes and Content Adaptation Shu Kong Xiaohui Shen Zhe Lin R. Měch Charless C. Fowlkes 67 441 0 06 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
Massive Online Crowdsourced Study of Subjective and Objective Picture Quality Deepti Ghadiyaram A. Bovik 52 657 0 09 Nov 2015