lpips 开源项目推荐（31 个）

francois-rozet /piqa

PyTorch 图像质量评估包

dingkeyan93 /IQA-optimization

感知优化中IQA模型的比较

S-aiueo32 /lpips-pytorch

A simple and useful implementation of LPIPS.

mameli /Artifact_Removal_GAN

A U-net GAN for jpeg artifact removal

GunwooHan /E-LatentLPIPS

Unofficial Implementation of E-LatentLPIPS(Ensembled-LatentLPIPS) of Diffusion2GAN

j1s4nn /wmdrift

Diagnostics for autoregressive video world models - quantifies camera drift, temporal jitter, memory attenuation, and quality decay from rollouts.

HANKSOONG /Image-Restoration

Deep learning-based image restoration pipeline with DnCNN, NAFNet, and legacy joint models. Includes PSNR/SSIM/LPIPS evaluation and visual comparisons.

CUC-ZIHANG-LIU /AudioEvaluation

多种音频评估方法复现

Not-Buddy /gauss-render

High-Performance 2D Gaussian Splatting Renderer for Adaptive Image Representation and Compression

shashankag14 /Super-Resolution-GAN

A novel framework for Single Image Super Resolution using Generative Adversarial Network (GAN), namely "Wide Activation with Enhanced Perception Super Resolution GAN (WAEP SRGAN)".

AlAsiri-Ali /sdxl-controlnet-image-workflow

Image generation workflow using Stable Diffusion XL, Img2Img semantic editing, ControlNet Canny guidance, LPIPS, and PSNR evaluation.

Ranker-AdhipKumar /AI-image-restoration

AI system for denoising, deblurring, inpainting & artifact removal — Gradio UI + CLI + PSNR/SSIM/LPIPS metrics

FrancescoPaoloL /imgpoison

Security-oriented learning project implementing image steganography in C with LSB, Spread Spectrum, and texture-aware embedding, paired with a Python attack-analysis suite for evaluating signal degradation under compression and blur.

leonardopt /naturalistic-image-synthesis

Pipeline for generating naturalistic object-scene images with Stable Diffusion XL for controlled experiments in cognitive science.

lianeheidemann /mesh-comparison

Pipeline em Python para comparar uma malha 3D de referência com uma reconstruída: alinhamento ICP, Chamfer/Hausdorff, RMSE, mapas de calor e métricas perceptuais (PSNR, SSIM, LPIPS).

randomaccess2023 /KPC_LDM_128

This repository contains the source code associated with the paper titled "Implementation of a conditional latent diffusion-based generative model to synthetically create unlabeled histopathological images".

drwjkirkpatrick-web /perceptual-distortion-metric-theory

Unified framework connecting perceptual distortion metrics (LPIPS, DISTS, SSIM, MSE) to rate-distortion theory via Hessian analysis.

Ad1thh /KLA-Semicon-AI-Restoration

NAFNet-SR (2.39M parameters) deep learning solution for semiconductor wafer image restoration and 2x super-resolution. Achieves 28.98 dB PSNR / 0.776 SSIM (+5.97 dB gain) with real-time GPU inference. KLA Hackathon 2026.

httpirsh /miacd-iag-image-to-prompt

VLM-initialized, metric-guided prompt inversion — recovering text prompts that reproduce target images through a fixed Latent Consistency Model, scored by CLIP/LPIPS/MSE and refined via LLM feedback.

MADONOKOUKI /psivt23_scramblemix

Official PyTorch code of "ScrambleMix: A Privacy-Preserving Image Processing for Edge-Cloud Machine Learning" (PSIVT 2023). Also in pip install scramblekit