注意力可视化和一些实验等 • Cosmo's Blog

Record#

TODO#

不同 fps 下测试
可视化 llm 注意力
音频压缩原理
视频压缩原理

不同 fps 下效果的影响#

VIDEO_MIN_PIXELS = 128 * 28 * 28
VIDEO_MAX_PIXELS = 768 * 28 * 28 # <- 1 (We use 128*28*28 in the paper.)
FRAME_FACTOR = 2
FPS = 2.0
FPS_MIN_FRAMES = 4
FPS_MAX_FRAMES = 768 # <- 2 ( WorldSense benchmark 128)

Model	fps	overall_accuracy	Music	Culture & Politics	Tech & Science	Daily Life	Film & TV	Sports	Performance	Games
Qwen2.5-omni-3B(bf16)	2	46.3	46.3	51.8	51.2	44.2	45.4	44.9	43.1	42.1
Qwen2.5-omni-3B(bf16)	1	46.0	44.6	52.1	51.4	46.0	43.0	42.6	43.8	42.5
Qwen2.5-omni-3B(bf16)	0.5	45.5	43.8	51.5	50.8	43.8	43.8	43.0	45.3	42.1

0.5 fps 的效果不太公正可能，token 分布不均，在 2s 的窗口内

TODO：设置为 4s 时间窗口的测试

注意力可视化#

可以看到有明显的垂直亮线

h264 视频压缩原理#

1、分组：把几帧图像分为一组（GOP，也就是一个序列，第一帧-IDR 帧，一定是 I 帧），为防止运动变化，帧数不宜取多 2、定义帧：将每组内各帧图像定义为三种类型，即 I 帧、B 帧和 P 帧 3、预测帧：以 I 帧作为基础帧，以 I 帧预测 P 帧，再由 I 帧和 P 帧预测 B 帧 4、数据传输：最后将 I 帧数据与预测的差值信息进行存储和传输

I帧、B帧、P帧：

保留的是块级别的信息，而不是像素级别的信息

I帧：

全帧编码：I 帧是关键帧，包含完整的图像信息，不依赖于其他帧。
帧内压缩：I 帧通过帧内压缩技术（图像 jpeg 压缩）

P帧：

单向预测：P 帧只依赖于前一个参考帧(I 或 P，因为 P 也是参考帧，和 I 帧一样会造成解码错误的扩散)进行预测。
压缩效率中等：差别帧，只包含和前一帧的画面的差别，解码时需要之前缓存的画面叠加上本帧定义的差别，生成最终画面

B帧：

双向预测：B 帧依赖于前一帧和后一帧进行预测（不是参考帧），I-B-B-B-P-B-B-B-P-B-B-B-I-
压缩效率高：前后参考帧差异以外的变化部分，或者说前后两帧中没有变化的部分作为参考帧的一个 P 帧

就是先在图像上压缩一下（帧内），然后在时间维度上压缩一次（帧间）

MP3 音频压缩原理#

整体流程图如下：

首先是输入的是音频 PCM 波形（采样率 44.1 kHz，（振幅）位深 16 bit）

然后是对 PCM 波形进行分帧，划分为小的时间片段，每帧 1152 个采样点（也就是 26 ms 左右）

音频帧流入两条线路，先看下面的心理声学模型

心理声学模型#

这里会先进行 FFT 变换的，将时域信号转换为频域信号。

因为人类感知上存在下面的频率掩蔽效应

如图，横轴是频率，纵轴是强度（响度），黑线之下是无法被人感知的声音范围，而黑线以上是可以被人感知的声音范围，并且，在一个强音（响度/幅度）的前后存在一定的较弱信号遮蔽区域

虚线显示了在存在 250Hz、1kHz 和 4kHz 三个响亮音调的情况下遮蔽阀值（蓝色虚线下部分）的变化。

这一步就是将一帧 PCM 波形通过 FFT 得到的频谱图, 通过心理声学模型, 计算该帧的遮蔽阈值曲线

多相滤波器组 + MDCT#

实验证据表明，人耳的分辨率有限，可以用小于 100Hz 和大于 4kHz 的临界带宽来表示。在临界带宽内，人耳会模糊频率；一个物理上的等宽子带，在低频对应多个临界带宽，在高频则只对应一个临界带宽

先使用 32 个子带滤波器，把音频分成 32 个等宽度的频率子带（非线性映射）。把声音按高低音分成 32 份，每份独立处理和压缩

这是得到的是 32 个并行的时域信号，类似 RGB -> R + G + B 三个通道，

然后通过 MDCT 进行时频域变换，对于一个子带，在频域上进一步划分，长块 18，短块 6 （取决于子带音频信号是否稳定，看频谱图是否有尖锐的峰值，有的话是稳态信号，稳定振动集中于部分频率区间）

二者结合确定编码位数#

从这个例子看：

假设有一个 MDCT 子带的一条谱线覆盖 1000Hz 到 1100Hz。心理声学模型的FFT分析在此区间内给出了如下掩蔽阈值：

1000Hz: 30 dB
...
1020Hz: 25 dB （最小值）
...
1050Hz: 40 dB
...
1080Hz: 35 dB
...
1100Hz: 50 dB

取其中最小值作为允许的遮蔽噪声；通常是一整个 MDCT 子带共用一个遮蔽噪声

定义遮蔽噪声比（信号功率 - 掩蔽阈值） = 信噪比（信号功率 - 量化噪声功率） - 信遮蔽比（掩蔽阈值 - 量化噪声功率）

所有 MDCT 子带按照遮蔽噪声比从低到高，根据音频帧可用总位数，最低的子带分配最少的码位数，循环分配，直到码位用完。

<|im_start|>system
You are Qwen, a virtual human developed by the Qwen Team, Alibaba Group, capable of perceiving auditory and visual inputs, as well as generating text and speech.<|im_end|>
<|im_start|>user
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During which frames in the video can we observe someone lifts a freshly prepared taco, adorned with cilantro and a dollop of white sauce, from a wooden platter, a juicy lime wedge resting beside it, as a man excitedly remarks on an "East connection" amidst the lively chatter happening?<|im_end|>
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