Visual Analytics For Machine Learning: A Data Perspective Survey

Visual Analytics For Machine Learning: A Data Perspective Survey

15 July 2023

Junpeng Wang

Wei Zhang

Papers citing "Visual Analytics For Machine Learning: A Data Perspective Survey"

15 / 15 papers shown

Title
A Multimedia Analytics Model for the Foundation Model Era M. Worring Jan Zahálka Stef van den Elzen M. T. Fischer Daniel A. Keim VGen HAI 37 0 0 08 Apr 2025
Visual Attention Exploration in Vision-Based Mamba Models Junpeng Wang Chin-Chia Michael Yeh Uday Singh Saini Mahashweta Das Mamba 59 0 0 28 Feb 2025
ParetoTracker: Understanding Population Dynamics in Multi-objective Evolutionary Algorithms through Visual Analytics Zherui Zhang Fan Yang Ran Cheng Yuxin Ma 16 1 0 08 Aug 2024
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments Angie Boggust Venkatesh Sivaraman Yannick Assogba Donghao Ren Dominik Moritz Fred Hohman VLM 52 3 0 06 Aug 2024
GNNAnatomy: Systematic Generation and Evaluation of Multi-Level Explanations for Graph Neural Networks Hsiao-Ying Lu Yiran Li Ujwal Pratap Krishna Kaluvakolanu Thyagarajan Kwan-Liu Ma 40 1 0 06 Jun 2024
GenLens: A Systematic Evaluation of Visual GenAI Model Outputs Tica Lin Hanspeter Pfister Jui-Hsien Wang ELM 13 1 0 06 Feb 2024
AttributionScanner: A Visual Analytics System for Model Validation with Metadata-Free Slice Finding Xiwei Xuan Jorge Henrique Piazentin Ono Liang Gou Kwan-Liu Ma Liu Ren 56 1 0 12 Jan 2024
Visual Analytics for Efficient Image Exploration and User-Guided Image Captioning Yiran Li Junpeng Wang Prince Osei Aboagye Michael Yeh Yan Zheng Liang Wang Wei Zhang Kwan-Liu Ma 19 2 0 02 Nov 2023
Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration Haotian Li Yun Wang Huamin Qu 32 38 0 27 Sep 2023
DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentation Bum Chul Kwon Jungsoo Lee Chaeyeon Chung Nyoungwoo Lee Ho-Jin Choi Jaegul Choo 34 10 0 14 Sep 2022
Revisiting Dimensionality Reduction Techniques for Visual Cluster Analysis: An Empirical Study Jiazhi Xia Yuchen Zhang Jie Song Yang Chen Yunhai Wang Shixia Liu 21 46 0 06 Oct 2021
Outcome-Explorer: A Causality Guided Interactive Visual Interface for Interpretable Algorithmic Decision Making Md. Naimul Hoque Klaus Mueller CML 51 30 0 03 Jan 2021
Diagnosing Concept Drift with Visual Analytics Weikai Yang Zhuguo Li Mengchen Liu Yafeng Lu Kelei Cao Ross Maciejewski Shixia Liu 47 33 0 28 Jul 2020
Analyzing the Noise Robustness of Deep Neural Networks Kelei Cao Mengchen Liu Hang Su Jing Wu Jun Zhu Shixia Liu AAML 60 89 0 26 Jan 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014