notes

Notes on multimodal learning, computer vision, and research practice.

推荐阅读｜分久必合：统一的伪造图像检测

当伪造方式不再泾渭分明，检测系统也该从多个专科模型走向一个统一入口。

1 min read · September 04, 2026

2026 · image-forensics unified-fid computer-vision · research
a research thread on visual information in multimodal LLMs

Three connected studies on visual layer selection, feature fusion, and connector design.

1 min read · August 07, 2026

2026 · multimodal-llm computer-vision · research