DebuggerCafe - Deep Learning, Machine Learning, Artificial Intelligence

gpt-oss Inference with llama.cpp

In this article, we explore the gpt-oss model card and run inference with gpt-oss-20b using llama.cpp locally. ...

SAM 3 Inference and Paper Explanation

Sovit Ranjan Rath February 9, 2026 2 Comments

In this article we cover the SAM3 model. We discuss the SAM3 paper briefly including the motivation, the architecture, and the data engine. Next, we move on to image and video inference using SAM3. ...

Hunyuan3D 2.0 – Explanation and Runpod Docker Image

Sovit Ranjan Rath February 2, 2026 0 Comment

In this article, we cover the explanation of the Hunyuan3D 2.0 technical report and create a Runpod Docker Image for the same for smoother execution of image-to-3D workflows. ...

Image-to-3D: Incremental Optimizations for VRAM, Multi-Mesh Output, and UI Improvements

Sovit Ranjan Rath January 26, 2026 0 Comment

In this article we carry out optimizations for the image-to-3D pipeline in terms of VRAM usage, multi-object generation from prompts, and improved UI. The pipeline uses Qwen3-VL, BiRefNet, and Hunyuan3D models. ...

Image-to-Texture Generation for 3D Meshes

Sovit Ranjan Rath January 19, 2026 3 Comments

In this article, we cover image-to-texture for 3D meshes using Hunyuan3D, Qwen3-VL, and BiRefNet models ...