| Step | Data Format | Example Matrix Shape | Detailed Explanation |
|---|---|---|---|
| 1. Raw Image Input | Pixel Matrix | [1, 3, 224, 224] |
A single 224x224 3-channel (RGB) color image. |
| 2. ViT Patching | Patch Sequence | [1, 196, 768] |
The image is sliced into 196 patches of size 16x16 and flattened into vectors. |
| 3. ViT Output | Visual Feature Sequence | [1, 196, 768] |
Processed by the ViT encoder to obtain a feature sequence containing global information. |
| 4. Connector Projection | Aligned Visual Features | [1, 196, 4096] |
Visual features are projected into a 4096-dimensional space to align with the LLM's word embedding dimension. |
| 5. Text Embedding | Tokenized Text Features | [1, 5, 4096] |
The question "What is in the image?" is tokenized and embedded into five 4096-dimensional vectors. |
| 6. Multimodal Concatenation | Input Visual + Text Joint Features | [1, 201, 4096] |
Concatenating 196 visual tokens and 5 text tokens along the sequence dimension. |
| 7. LLM Generation Output | Generated Token ID Sequence | [1, 7] |
The LLM generates a 7-token answer based on the joint features. |
【无标题】
翩若惊鸿_2026-01-02 21:51
相关推荐
小努蛋15 分钟前
linux编译openresty异常问题,lua_cjson.c:706:5: 错误: ‘for‘ 循环初始化声明只在 C99 或 C++ 模式下允许qz_Serene29 分钟前
C++:类和对象(上)唐青枫36 分钟前
别把 ImmutableArray 当成只读 List:C#.NET 不可变数组深入详解西安景驰电子1 小时前
《PTP精确时间协议系列》第一篇:从原理到应用,全面解读IEEE 1588ctlover1 小时前
Python文件操作luj_17681 小时前
塔防牌:策略与卡牌的智慧碰撞wuyk5552 小时前
3.链表:用指针串联的动态数据结构weixin_383196472 小时前
java基础面试题@Autowired和@Resource区别言乐63 小时前
Python游戏水平测试辅助系统2