ffmpeg计算psnr与x264,x265不一致

  用ffmpeg可以方便的计算两个视频文件之间的psnr,命令格式如下

  ffmpeg -i reference.ts -i encode.ts -lavfi psnr -f null -

  YUV的对比命令如下:

  ffmpeg  -pix_fmt  yuv420p  -s 1920x1080  -i input.yuv  -pix_fmt yuv420p  -s 1920x1080  -i output.yuv  -lavfi psnr  -f null  -

  不过,ffmpeg计算的psnr与x264、x265得到的psnr值是不一致的(用x264编码YUV,得到编码后PSNR,然后用ffmpeg计算x264的重建yuv与原始yuv的PSNR,两者结果不同),这主要是两者计算psnr的方式有差别:

  x264、x265是计算每一帧的psnr,最终对整个序列求平均psnr。

  ffmpeg是计算每一帧的MSE(均方差),然后计算整个序列的平均MSE,最后计算psnr。即ffmpeg是将整个视频当做一个信号来分析,x264、x265将每一帧当做一个信号来分析,然后将所有信号的结果求平均

  具体代码在vf_psnr.c文件的函数do_psnr()和unint()中: do_psnr对每一帧计算MSE,并且将结果累加;在unint函数中,根据整个序列的MSE,计算得到最终的PSNR.

static AVFrame *do_psnr(AVFilterContext *ctx, AVFrame *main,
                        const AVFrame *ref)
{
    PSNRContext *s = ctx->priv;
    double comp_mse[4], mse = 0;
    int j, c;
    AVDictionary **metadata = avpriv_frame_get_metadatap(main);

    compute_images_mse(s, (const uint8_t **)main->data, main->linesize,
                          (const uint8_t **)ref->data, ref->linesize,
                          main->width, main->height, comp_mse);

    for (j = 0; j < s->nb_components; j++)
        mse += comp_mse[j] * s->planeweight[j];  

    s->min_mse = FFMIN(s->min_mse, mse);
    s->max_mse = FFMAX(s->max_mse, mse);

    s->mse += mse;  // 每一帧的总的MSE进行累加
    for (j = 0; j < s->nb_components; j++)
        s->mse_comp[j] += comp_mse[j];  // 每一帧Y、U、V分量的MSE分别进行累加
    s->nb_frames++;

    for (j = 0; j < s->nb_components; j++) {
        c = s->is_rgb ? s->rgba_map[j] : j;
        set_meta(metadata, "lavfi.psnr.mse.", s->comps[j], comp_mse[c]);
        set_meta(metadata, "lavfi.psnr.psnr.", s->comps[j], get_psnr(comp_mse[c], 1, s->max[c]));
    }
    set_meta(metadata, "lavfi.psnr.mse_avg", 0, mse);
    set_meta(metadata, "lavfi.psnr.psnr_avg", 0, get_psnr(mse, 1, s->average_max));

    if (s->stats_file) {
        fprintf(s->stats_file, "n:%"PRId64" mse_avg:%0.2f ", s->nb_frames, mse);
        for (j = 0; j < s->nb_components; j++) {
            c = s->is_rgb ? s->rgba_map[j] : j;
            fprintf(s->stats_file, "mse_%c:%0.2f ", s->comps[j], comp_mse[c]);
        }
        fprintf(s->stats_file, "psnr_avg:%0.2f ", get_psnr(mse, 1, s->average_max));
        for (j = 0; j < s->nb_components; j++) {
            c = s->is_rgb ? s->rgba_map[j] : j;
            fprintf(s->stats_file, "psnr_%c:%0.2f ", s->comps[j],
                    get_psnr(comp_mse[c], 1, s->max[c]));
        }
        fprintf(s->stats_file, "\n");
    }

    return main;
}

static av_cold void uninit(AVFilterContext *ctx)
{
    PSNRContext *s = ctx->priv;

    if (s->nb_frames > 0) {
        int j;
        char buf[256];

        buf[0] = 0;
        for (j = 0; j < s->nb_components; j++) {
            int c = s->is_rgb ? s->rgba_map[j] : j;
            av_strlcatf(buf, sizeof(buf), " %c:%f", s->comps[j],
                        get_psnr(s->mse_comp[c], s->nb_frames, s->max[c])); // 对整个序列计算Y、U、V分量的PSNR
        }
        av_log(ctx, AV_LOG_INFO, "PSNR%s average:%f min:%f max:%f\n",
               buf,
               get_psnr(s->mse, s->nb_frames, s->average_max),  // 对整个序列计算整体PSNR
               get_psnr(s->max_mse, 1, s->average_max),
               get_psnr(s->min_mse, 1, s->average_max));
    }

    ff_dualinput_uninit(&s->dinput);

    if (s->stats_file && s->stats_file != stdout)
        fclose(s->stats_file);
}

  修改了ffmpeg,可以输出每一帧PSNR值,同时在最后输出两种方式的psnr结果,方便对比,两者的结果还是有很明显的差别的,下载链接:

  https://download.csdn.net/download/lrzkd/11998317

  https://pan.baidu.com/s/1fhZtZEVU-dm1V9BteIPS1Q

  

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