Awesome Zero-shot Segmentation Papers and Source Codes

Seg-Zero: Interpretable, Zero-Shot Image Segmentation with Reasoning Chains and Reinforcement Learning 527

Image segmentation has long been a cornerstone of computer vision—yet traditional approaches often behave like black boxes, especially when faced…

01/09/2026Interpretable Vision Models, Visual Reasoning, Zero-shot Segmentation

FastSAM: Real-Time Image Segmentation at 50x Speed Without Sacrificing Accuracy 8193

In today’s fast-paced computer vision landscape, high-quality image segmentation is no longer a luxury—it’s a necessity. Yet, despite the groundbreaking…

12/26/2025Image Segmentation, Instance Segmentation, Zero-shot Segmentation

EfficientViT-SAM: Real-Time, High-Accuracy Image Segmentation Without Compromise 3102

If you’ve worked with Meta’s Segment Anything Model (SAM), you know its power—and its pain points. While SAM delivers state-of-the-art…

12/22/2025Image Segmentation, Real-time Computer Vision, Zero-shot Segmentation