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OpenVRQoE

1. Visual Attention

(1) 360◦ Image

IndexNameURLYearAffiliation
[1] SUN360 http://3dvision.princeton.edu/projects/2012/SUN360/ 2012 Princeton University
[2] Salient!360 https://www.technicolor.com/dream/researchinnovation/salient-dataset-download 2017 University of Nantes
[3] ODI Saliency https://vsense.scss.tcd.ie/research/3dof/testbed/ 2017 Trinity College Dublin
[4] VR Saliency https://vsitzmann.github.io/vr-saliency/ 2018 Trinity College Dublin
[5] F-360iSOD https://github.com/PanoAsh/F-360iSOD 2020 University of Rennes

(2) 360◦ Video

IndexNameURLYearAffiliation
[1] Moving Target http://360videoexp.com/ 2016 University of California
[2] 360 Video Database http://vhil.stanford.edu/360-video-database/ 2017 Stanford University
[3] 360 Head Movement http://dash.ipv6.enstb.fr/headMovements/ 2017 IMT Atlantique
[4] VR User Behavior https://wuchlei-thu.github.io/ 2017 Tsinghua University
[5] VR-HM48 https://github.com/Archer-Tatsu/head-tracking 2017 Beihang University
[6] 360 Dataset https://nmsl.cs.nthu.edu.tw/360-video-project/ 2017 National Tsing Hua University
[7] Sports-360 http://aliensunmin.github.io/project/360video/ 2017 National Tsing Hua University
[8] UN Salient360 https://salient360.ls2n.fr/ 2018 University of Nantes
[9] PanoSaliency https://github.com/phananh1010/PanoSaliency 2019 Georgia State University
[10] PVS-HM https://github.com/YuhangSong/DHP 2019 Beihang University
[11] VR Eye-Tracking https://github.com/xuyanyu-shh/VR-EyeTracking 2018 ShanghaiTech University
[12] Desktop360 http://videolab.engineering.nyu.edu/Desktop360/ 2018 New York University
[13] AVTrack360 https://github.com/acmmmsys/2018-AVTrack360 2018 Technical University Ilmenau
[14] 360 EM Dataset https://web.gin.gnode.org/ioannis.agtzidis/360_em_dataset 2019 Technical University of Munich

2. QoE

2.1 Data

(1) 360◦ Image

IndexNameURLYearAffiliation
[1] Upenik - 2016 Ecole Polytechnique Federale de Lausanne
[2] Upenik - 2017 Ecole Polytechnique Federale de Lausanne
[3] CVIQD - 2017 Shanghai Jiao Tong University
[4] CVIQD2018 https://github.com/sunwei925/CVIQDatabase 2018 Shanghai Jiao Tong University
[5] Huang https://live.ece.utexas.edu/research/quality/immersive_images/ 2018 Nanjing University
[6] OIQA https://duanhuiyu.github.io/ 2018 Shanghai Jiao Tong University
[7] Upenik https://github.com/mmspg/saliencymetric360 2019 Ecole Polytechnique Federale de Lausanne
[8] Kim http://ivylabdb.kaist.ac.kr 2020 Korea Advanced Institute of Science and Technology
[9] Jabar https://github.com/jascenso/IST-GPP-Dataset 2020 Universidade de Lisboa-Instituto de Telecomunicacoes
[10] ISIQA https://pavancm.github.io/stitched-qa/ 2021 Indian Institute of Science
[11] MVAQD https://github.com/Jianghao2019/MVAQD 2021 Ningbo University
[12] IQA-ODI https://github.com/yanglixiaoshen/SAP-Net 2021 Beihang University
[13] Fang https://github.com/LXLHXL123/JUFE-VRIQA 2022 Jiangxi University of Finance and Economics
[14] OSIQA https://duanhuiyu.github.io/ 2023 Shanghai Jiao Tong University
[15] Simka https://zenodo.org/records/10422786 2024 Brno University of Technology
[16] JUFE-10K https://github.com/RJL2000/OIQAND 2025 Jiangxi University of Finance and Economics
[17] OIQ-10K https://github.com/WenJuing/IQCaption360 2025 Jiangxi University of Finance and Economics
[18] SOLID https://faculty.ustc.edu.cn/chenzhibo/zh_CN/article/988216/content/2461.htm#article 2018 University of Science and Technology of China
[19] LIVE 3D VR IQA http://live.ece.utexas.edu/research/VR3D/index.html 2020 University of Texas at Austin
[20] NBU-SOID https://github.com/qyb123/NBU-SOID 2020 Ningbo University
[21] FOIQA https://doi.org/10.5281/zenodo.14009106 2025 Norwegian University of Science and Technology
[22] AIGCOIQA2024 https://github.com/IntMeGroup/AIGCOIQA 2024 Shanghai Jiao Tong University
[23] OHF2024 https://github.com/IntMeGroup/AIGCOIQA 2026 Shanghai Jiao Tong University

(2) 360◦ Video

IndexNameURLYearAffiliation
[1] IVQAD https://duanhuiyu.github.io/ 2017 Shanghai Jiao Tong University
[2] ODV Dataset https://v-sense.scss.tcd.ie/research/voronoibased-objective-metrics/ 2019 Trinity College Dublin
[3] VRQ-TJU ftp://eeec.tju.edu.cn/VR 2018 Tianjin University
[4] VR-VQA48 https://github.com/Archer-Tatsu/head-tracking 2017 Beihang University
[5] VQA-ODV https://github.com/Archer-Tatsu/VQA-ODV 2018 Beihang University
[6] Zhang-TBC2018 - 2018 Wuhan University
[7] Mahmoudpour-TCSVT2021 http://data.etrovub.be/qualitydb/judder-vqa/ 2021 Vrije Universiteit Brussel
[8] Fang-VRW2023 https://github.com/Yao-Yiru/VR-Video-Database 2023 Jiangxi University of Finance and Economics
[9] Zou-Access2018 - 2018 Xidian University
[10] Zhang-ICASSP2019 - 2019 Xidian University
[11] Zou-ICMEW2020 - 2020 Xidian University
[12] Tran-ICUFN2017 - 2017 The University of Aizu
[13] Tran-MMSP2017 - 2017 The University of Aizu
[14] Singla-ACMM2017 - 2017 Technical University of Ilmenau, Germany
[15] Singla-QoMEX2017 https://zenodo.org/record/571065#.WQmaTYh95hE 2017 Technical University of Ilmenau, Germany
[16] Singla-MMSys2019 - 2019 Technical University of Ilmenau, Germany
[17] Orduna-VRW2020 www.gti.ssr.upm.es/data/ 2020 Universidad Politecnica de Madrid, Spain
[18] Cortes-QoMEX2020 - 2020 Universidad Politecnica de Madrid, Spain
[19] Lopes-SPIE2018 - 2018 Universidade de Lisboa, Portugal
[20] Jabar-ICMEW2020 - 2020 Universidade de Lisboa, Portugal
[21] Zhang-ICMEW2017 - 2017 Beijing Institute of Technology
[22] Anwar-Access2020-1 - 2020 Beijing Institute of Technology
[23] Anwar-Access2020-2 - 2020 Beijing Institute of Technology
[24] Anwar-SCIS2020 - 2020 Beijing Institute of Technology
[25] Zheleva-QoMEX2020 https://osf.io/48h26/?view_only=95dcbe79c0194487a684464e7f60e63f 2020 Ghent University, Belgium
[26] Schatz-QoMEX2017 - 2017 Austrian Institute of Technology
[27] Schatz-QoMEX2019 - 2019 Austrian Institute of Technology
[28] Yao-QoMEX2019 - 2019 National Tsing Hua University
[29] Li-GLOBECOM2018 - 2018 Hefei University of Technology
[30] Curcio-AltMM2017 - 2017 Tampere University of Technology, Finland
[31] SSV360 https://github.com/MajedElwardy/SSV360 2022 Blekinge Institute of Technology, Sweden
[32] ACR360 https://github.com/MajedElwardy/ACR360 2023 Blekinge Institute of Technology, Sweden
[33] Chu-ICVRV2020 - 2020 Blekinge Institute of Technology, Sweden
[34] Zepernick-ICSPCS2019 - 2019 Blekinge Institute of Technology, Sweden
[35] Fei-JSTSP2020 - 2020 Beijing Institute of Technology
[36] Xie-TCSVT2020 http://vision.nju.edu.cn/index.php/data-base/item/85-vds 2020 Shanghai Jiao Tong University
[37] Zou-TCSVT2021 - 2021 Xidian University
[38] Meng-TCSVT2022 https://vision.nju.edu.cn/20/86/c29466a467078/page.htm 2022 Nanjing University
[39] VRQoE-JUFE https://github.com/LXLHXL123/JUFE-VRQoE 2024 Jiangxi University of Finance and Economics
[40] Zhang-ICMEW2018 - 2018 Beijing Institute of Technology
[41] Fela-ICMEW2022 https://bit.ly/HOA-SSR-Dataset 2022 Nantes Universite, France
[42] Zhu-arxiv2023 https://github.com/iamazxl/OAVQA 2023 Shanghai Jiao Tong University
[43]

2.2 Model

(1) VRIQA

[1] Spatial attention-based non-reference perceptual quality prediction network for omnidirectional images.
https://github.com/yanglixiaoshen/SAP-Net
[2] MC360IQA: A multi-channel cnn for blind 360-degree image quality assessment.
https://github.com/sunwei925/MC360IQA
[3] Blind omnidirectional image quality assessment with viewport oriented graph convolutional networks.
https://github.com/weizhou-geek/VGCN-PyTorch
[4] Perceptual quality assessment of omnidirectional images as moving camera videos.
https://github.com/xiangjieSui/img2video
[5] No-reference quality assessment for 360-degree images by analysis of multifrequency information and local-global naturalness.
https://github.com/weizhou-geek/MFILGN
[6] Perceptual quality assessment of omnidirectional images.
https://github.com/LXLHXL123/JUFE-VRIQA
[7] ST360IQ: No-reference omnidirectional image quality assessment with spherical vision transformers.
https://github.com/Nafiseh-Tofighi/ST360IQ
[8] Assessor360: Multi-sequence network for blind omnidirectional image quality assessment.
https://github.com/TianheWu/Assessor360
[9] Perceptual quality assessment of 360◦ images based on generative scanpath representation.
https://github.com/xiangjieSui/GSR
[10] Multitask auxiliary network for perceptual quality assessment of non-uniformly distorted omnidirectional images.
https://github.com/RJL2000/MTAOIQA
[11] Subjective and objective quality assessment of non-uniformly distorted omnidirectional images.
https://github.com/RJL2000/OIQAND
[12] Omnidirectional image quality captioning: A large-scale database and a new model.
https://github.com/WenJuing/IQCaption360
[13] Max360IQ: Blind omnidirectional image quality assessment with multi-axis attention.
https://github.com/WenJuing/Max360IQ
[14] Viewport-unaware blind omnidirectional image quality assessment: A flexible and effective paradigm.
https://github.com/KangchengWu/OIQA
[15] Viewport-unaware full-reference omnidirectional image quality assessment with inter-patch and sequence similarity.
https://github.com/18liu/IPSS

(2) VRVQA

[1] Quality metric for spherical panoramic video.
https://github.com/Samsung/360tools
[2] Weighted-to-spherically-uniform quality evaluation for omnidirectional video.
https://github.com/Rouen007/WS-PSNR
[3] Blind VQA on 360◦ video via progressively learning from pixels, frames, and video.
https://github.com/yanglixiaoshen/ProVQA
[4] Omnidirectional video quality assessment with causal intervention.
https://github.com/Aca4peop/CIQNet
[5] A framework to evaluate omnidirectional video coding schemes.
https://github.com/Samsung/360tools
[6] Quality assessment for omnidirectional video: A spatio-temporal distortion modeling approach.
https://github.com/I2-Multimedia-Lab/360-video-experimental-platform
[7] Vewport proposal CNN for 360◦ video quality assessment.
https://github.com/Archer-Tatsu/V-CNN
[8] Viewport-based omnidirectional video quality assessment: Database, modeling and inference.
https://vision.nju.edu.cn/20/86/c29466a467078/page.htm
[9] Perceptual quality assessment of virtual reality videos in the wild.
https://github.com/limuhit/VR-Video-Quality-in-the-Wild
[10] Learned scanpaths aid blind panoramic video quality assessment.
https://github.com/kalofan/AutoScanpathQA
[11] No-reference 360° video quality measurement with local and global features fusion.
https://github.com/yeonhw/360BVQM

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