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An expert benchmark aiming to comprehensively evaluate the aesthetic perception capacities of MLLMs.
[NeurIPS 2023] Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality Assessment
Transformer-based Long-Term Viewport Prediction in 360° Video: Scanpath is All You Need
Towards Audio-Visual Saliency Prediction for Omnidirectional Video with Spatial Audio
Code for the paper "Rotation Equivariant Graph Convolutional Network for Spherical Image Classification", CVPR 2020
[TPAMI2023] Continual Learning for Blind Image Quality Assessment
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm
A Large-scale Compressed 360-Degree Spherical Image database
A list of image quality related papers published in top conferences and journals
👁️ 🖼️ 🔥PyTorch Toolbox for Image Quality Assessment, including PSNR, SSIM, LPIPS, FID, NIQE, NRQM(Ma), MUSIQ, TOPIQ, NIMA, DBCNN, BRISQUE, PI and more...
Blind visual quality assessment on 360° Video based on progressive learning
Official implementation for "Image Quality Assessment using Contrastive Learning"
GraphIQA: Learning Distortion Graph Representations for Blind Image Quality Assessment
[ICCV'21] CKDN: Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality Assessment
MATLAB script that converts equirectangular images into six cube faces
Dual Attention Network for Scene Segmentation (CVPR2019)
Transform360 is an equirectangular to cubemap transform for 360 video.
Simple PyTorch implementations of U-Net/FullyConvNet (FCN) for image segmentation
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (V…
Predicting Head Movement in Panoramic Video: A Deep Reinforcement Learning Approach. TPAMI 2018.
An experimental Pytorch implementation of Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network
Viewport-based CNN for visual quality assessment on 360° video
The 360tools package is software for VR video processing experiments. The software includes both 360 video conversion and quality metrics functionality