OpenAI's new Spark model codes 15x faster than GPT-5.3-Codex - but there's a catch

OpenAI's new GPT-5.3-Codex-Spark promises ultra-fast, conversational AI coding, if you can tolerate a few trade-offs.
IEEE

Causality-Adjusted Data Augmentation for Domain Continual Medical Image Segmentation

Abstract: In domain continual medical image segmentation, distillation-based methods mitigate catastrophic forgetting by continuously reviewing old knowledge. However, these approaches often exhibit ...
GitHub

ProFSAM – Promptable Fire Segmentation using SAM2

To run the notebooks, you must first clone/download the official SAM2.1, MobileSAM, and TinySAM repositories from their respective sources, then place the provided script/ folders from this repo into ...
GitHub

Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer

🌐 Ming-UniVision is a groundbreaking multimodal large language model (MLLM) that unifies vision understanding, generation, and editing within a single autoregressive next-token prediction (NTP) ...
IEEE

Teacher-Student Instance-level Adversarial Augmentation for Single Domain Generalized Medical Image Segmentation

Abstract: Recently, single-source domain generalization (SDG) has gained popularity in medical image segmentation. As a prominent technique, adversarial image augmentation technique can generate ...
Frontiers

Paddy pest image segmentation based on multiscale attention fusion VM-UNet

1 Henan Agricultural Information Data Intelligent Engineering Research Center, SIAS University, Zhengzhou, China 2 College of Computer, Xijing University, Xi’an, China Precise paddy pest image ...