LDSR (Latent Diffusion Super-Resolution)
Photorealistic 4k upscaling via iterative latent space reconstruction.

The ultimate open-source framework for advanced image processing and multi-spectral pixel manipulation.
G'MIC (GREYC's Magic for Image Computing) is a comprehensive, open-source framework designed for digital image processing, standing at the intersection of academic computer vision and creative graphic design. As of 2026, it maintains its position as the most versatile scripting-based image engine available. The architecture is built around a custom, high-level scripting language that allows for the manipulation of multi-dimensional image data (up to 4D: spatial, temporal, and multi-spectral). It provides a C++ library (libgmic), a command-line interface, and a widely-used plugin for GIMP, Krita, and Photoshop. Its technical core excels in complex tasks such as patch-based inpainting, advanced denoising, and 3D surface mesh generation from 2D data. Unlike traditional photo editors, G'MIC operates as an extensible interpreter, enabling researchers to prototype algorithms and artists to create complex procedural effects that are computationally expensive but highly optimized via OpenMP parallelization. In the 2026 landscape, G'MIC serves as a critical bridge for developers who need to integrate sophisticated image-processing pipelines into local applications without the latency or cost of cloud-based AI APIs.
Supports processing of images with up to 4 dimensions (x, y, z, c), allowing for video and volumetric data manipulation.
Photorealistic 4k upscaling via iterative latent space reconstruction.
Professional-grade AI segmentation for high-fidelity background removal in a single click.
Precision Automated Vectorization: Transform Bitmaps into Clean, Scalable Graphics Instantly.
Advanced Multi-Scale Deep Learning Framework for Object Skeleton Extraction and Pose Estimation
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
A domain-specific language (DSL) for defining complex pixel-level mathematical operations.
Advanced algorithms for texture synthesis and smart inpainting based on neighborhood similarity.
Native multi-threading support for parallelizing heavy mathematical computations across CPU cores.
Includes a built-in OpenGL-based viewer for 3D meshes and volumetric slices.
Direct manipulation of images in the Fourier/Frequency domain (FFT/iFFT).
Built upon the CImg Library, ensuring high precision (up to 64-bit float) for every pixel.
Researchers need to turn 2D sensor data into 3D topography.
Registry Updated:2/7/2026
Scaling and watermarking 10,000 images daily for an e-commerce platform.
Removing scratches and grain from scanned 35mm film frames.