SSIM

306 papers with code • 1 benchmarks • 4 datasets

This task has no description! Would you like to contribute one?

Libraries

Use these libraries to find SSIM models and implementations

A Lightweight Inception Boosted U-Net Neural Network for Routability Prediction

harleyhk/ibunet 7 Feb 2024

As the modern CPU, GPU, and NPU chip design complexity and transistor counts keep increasing, and with the relentless shrinking of semiconductor technology nodes to nearly 1 nanometer, the placement and routing have gradually become the two most pivotal processes in modern very-large-scale-integrated (VLSI) circuit back-end design.

1
07 Feb 2024

SLIC: A Learned Image Codec Using Structure and Color

InterDigitalInc/CompressAI 30 Jan 2024

We propose the structure and color based learned image codec (SLIC) in which the task of compression is split into that of luminance and chrominance.

1,053
30 Jan 2024

Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image Models

danjacobellis/mpq 15 Jan 2024

Our results indicate three key findings: (1) using generative compression, it is feasible to leverage highly compressed data while incurring a negligible impact on machine perceptual quality; (2) machine perceptual quality correlates strongly with deep similarity metrics, indicating a crucial role of these metrics in the development of machine-oriented codecs; and (3) using lossy compressed datasets, (e. g. ImageNet) for pre-training can lead to counter-intuitive scenarios where lossy compression increases machine perceptual quality rather than degrading it.

1
15 Jan 2024

OrthoSeisnet: Seismic Inversion through Orthogonal Multi-scale Frequency Domain U-Net for Geophysical Exploration

supriyo100/orthoseisnet 9 Jan 2024

However, the detection of sparse thin layers within seismic datasets presents a significant challenge due to the ill-posed nature and poor non-linearity of the problem.

0
09 Jan 2024

TSGAN: An Optical-to-SAR Dual Conditional GAN for Optical based SAR Temporal Shifting

moienr/temporalgan 31 Dec 2023

We propose a novel approach, termed SAR Temporal Shifting, which inputs an optical data from the desired timestamp along with a SAR data from a different temporal point but with a consistent viewing geometry as the expected SAR data, both complemented with a change map of optical data during the intervening period.

5
31 Dec 2023

Progressive Frequency-Aware Network for Laparoscopic Image Desmoking

jlzcode/pfan 19 Dec 2023

Laparoscopic surgery offers minimally invasive procedures with better patient outcomes, but smoke presence challenges visibility and safety.

2
19 Dec 2023

STEREOFOG -- Computational DeFogging via Image-to-Image Translation on a real-world Dataset

apoll2000/stereofog 4 Dec 2023

Image-to-Image translation (I2I) is a subtype of Machine Learning (ML) that has tremendous potential in applications where two domains of images and the need for translation between the two exist, such as the removal of fog.

1
04 Dec 2023

Deeper into Self-Supervised Monocular Indoor Depth Estimation

fcntes/indoordepth 3 Dec 2023

One is the large areas of low-texture regions and the other is the complex ego-motion on indoor training datasets.

13
03 Dec 2023

Investigating the use of publicly available natural videos to learn Dynamic MR image reconstruction

olivier-jaubert/image_reconstruction_inter4k 23 Nov 2023

Purpose: To develop and assess a deep learning (DL) pipeline to learn dynamic MR image reconstruction from publicly available natural videos (Inter4K).

3
23 Nov 2023

FusionFrames: Efficient Architectural Aspects for Text-to-Video Generation Pipeline

ai-forever/kandinskyvideo 22 Nov 2023

The first stage concerns keyframes synthesis to figure the storyline of a video, while the second one is devoted to interpolation frames generation to make movements of the scene and objects smooth.

143
22 Nov 2023