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[FFmpeg-devel] avfilter: Add blockdetect filter

Message ID a37dae7c-73d5-c08e-cf4e-a32e11d2735a@mail.de
State New
Headers show
Series [FFmpeg-devel] avfilter: Add blockdetect filter | expand

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Commit Message

Thilo Borgmann April 29, 2022, 2:05 p.m. UTC
Hi,

$subject based on http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf

-Thilo
From e69095b17619454e671e401ec5c01f130c308a76 Mon Sep 17 00:00:00 2001
From: Thilo Borgmann <thilo.borgmann@mail.de>
Date: Fri, 29 Apr 2022 15:58:11 +0200
Subject: [PATCH] avfilter: Add blockdetect filter

---
 doc/filters.texi             |  29 ++++
 libavfilter/Makefile         |   1 +
 libavfilter/allfilters.c     |   1 +
 libavfilter/vf_blockdetect.c | 294 +++++++++++++++++++++++++++++++++++
 4 files changed, 325 insertions(+)
 create mode 100644 libavfilter/vf_blockdetect.c

Comments

Thilo Borgmann May 9, 2022, 12:24 p.m. UTC | #1
Hi,

> $subject based on http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf

v2 with minimal changes from IRC.

-Thilo
From 1a15eac35b30477e5c6d31f277819071851331c1 Mon Sep 17 00:00:00 2001
From: Thilo Borgmann <thilo.borgmann@mail.de>
Date: Mon, 9 May 2022 14:21:52 +0200
Subject: [PATCH v2] avfilter: Add blockdetect filter

---
 doc/filters.texi             |  29 ++++
 libavfilter/Makefile         |   1 +
 libavfilter/allfilters.c     |   1 +
 libavfilter/vf_blockdetect.c | 294 +++++++++++++++++++++++++++++++++++
 4 files changed, 325 insertions(+)
 create mode 100644 libavfilter/vf_blockdetect.c

diff --git a/doc/filters.texi b/doc/filters.texi
index 52c40833eb..e550eb8824 100644
--- a/doc/filters.texi
+++ b/doc/filters.texi
@@ -7997,6 +7997,35 @@ tblend=all_mode=grainextract
 @subsection Commands
 This filter supports same @ref{commands} as options.
 
+@anchor{blockdetect}
+@section blockdetect
+
+Determines blockiness of frames without altering the input frames.
+
+Based on Remco Muijs and Ihor Kirenko: "A no-reference blocking artifact measure for adaptive video processing." 2005 13th European signal processing conference. 
+
+The filter accepts the following options:
+
+@table @option
+@item period_min
+@item period_max
+Set minimum and maximum values for determining pixel grids (periods).
+Default values are [3,24].
+
+@item planes
+Set planes to filter. Default is first only.
+@end table
+
+@subsection Examples
+
+@itemize
+@item
+Determine blockiness for the first plane and search for periods within [8,32]:
+@example
+blockdetect=period_min=8:period_max=32:planes=1
+@end example
+@end itemize
+
 @anchor{blurdetect}
 @section blurdetect
 
diff --git a/libavfilter/Makefile b/libavfilter/Makefile
index 1db097b464..35a430878f 100644
--- a/libavfilter/Makefile
+++ b/libavfilter/Makefile
@@ -195,6 +195,7 @@ OBJS-$(CONFIG_BLACKDETECT_FILTER)            += vf_blackdetect.o
 OBJS-$(CONFIG_BLACKFRAME_FILTER)             += vf_blackframe.o
 OBJS-$(CONFIG_BLEND_FILTER)                  += vf_blend.o framesync.o
 OBJS-$(CONFIG_BLEND_VULKAN_FILTER)           += vf_blend_vulkan.o framesync.o vulkan.o vulkan_filter.o
+OBJS-$(CONFIG_BLOCKDETECT_FILTER)            += vf_blockdetect.o
 OBJS-$(CONFIG_BLURDETECT_FILTER)             += vf_blurdetect.o edge_common.o
 OBJS-$(CONFIG_BM3D_FILTER)                   += vf_bm3d.o framesync.o
 OBJS-$(CONFIG_BOXBLUR_FILTER)                += vf_boxblur.o boxblur.o
diff --git a/libavfilter/allfilters.c b/libavfilter/allfilters.c
index 2ad523fd0f..30936392ce 100644
--- a/libavfilter/allfilters.c
+++ b/libavfilter/allfilters.c
@@ -183,6 +183,7 @@ extern const AVFilter ff_vf_blackdetect;
 extern const AVFilter ff_vf_blackframe;
 extern const AVFilter ff_vf_blend;
 extern const AVFilter ff_vf_blend_vulkan;
+extern const AVFilter ff_vf_blockdetect;
 extern const AVFilter ff_vf_blurdetect;
 extern const AVFilter ff_vf_bm3d;
 extern const AVFilter ff_vf_boxblur;
diff --git a/libavfilter/vf_blockdetect.c b/libavfilter/vf_blockdetect.c
new file mode 100644
index 0000000000..9d7db1885d
--- /dev/null
+++ b/libavfilter/vf_blockdetect.c
@@ -0,0 +1,294 @@
+/*
+ * Copyright (c) 2021 Thilo Borgmann <thilo.borgmann _at_ mail.de>
+ *
+ * This file is part of FFmpeg.
+ *
+ * FFmpeg is free software; you can redistribute it and/or
+ * modify it under the terms of the GNU Lesser General Public
+ * License as published by the Free Software Foundation; either
+ * version 2.1 of the License, or (at your option) any later version.
+ *
+ * FFmpeg is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+ * Lesser General Public License for more details.
+ *
+ * You should have received a copy of the GNU Lesser General Public
+ * License along with FFmpeg; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
+ */
+
+/**
+ * @file
+ * No-reference blockdetect filter
+ *
+ * Implementing:
+ * Remco Muijs and Ihor Kirenko: "A no-reference blocking artifact measure for adaptive video processing." 2005 13th European signal processing conference. IEEE, 2005. 
+ * http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf
+ *
+ * @author Thilo Borgmann <thilo.borgmann _at_ mail.de>
+ */
+
+#include "libavutil/imgutils.h"
+#include "libavutil/opt.h"
+#include "internal.h"
+
+typedef struct BLKContext {
+    const AVClass *class;
+
+    int hsub, vsub;
+    int nb_planes;
+
+    int period_min;    // minimum period to search for
+    int period_max;    // maximum period to search for
+    int planes;        // number of planes to filter
+
+    double block_total;
+    uint64_t nb_frames;
+
+    float *gradients;
+} BLKContext;
+
+#define OFFSET(x) offsetof(BLKContext, x)
+#define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
+static const AVOption blockdetect_options[] = {
+    { "period_min", "Minimum period to search for", OFFSET(period_min), AV_OPT_TYPE_INT, {.i64=3}, 2, 32, FLAGS},
+    { "period_max", "Maximum period to search for", OFFSET(period_max), AV_OPT_TYPE_INT, {.i64=24}, 2, 64, FLAGS},
+    { "planes",        "set planes to filter", OFFSET(planes), AV_OPT_TYPE_INT, {.i64=1}, 0, 15, FLAGS },
+    { NULL }
+};
+
+AVFILTER_DEFINE_CLASS(blockdetect);
+
+static av_cold int blockdetect_init(AVFilterContext *ctx)
+{
+    return 0;
+}
+
+static int blockdetect_config_input(AVFilterLink *inlink)
+{
+    AVFilterContext *ctx = inlink->dst;
+    BLKContext      *s   = ctx->priv;
+    const int bufsize    = inlink->w * inlink->h;
+    const AVPixFmtDescriptor *pix_desc;
+
+    pix_desc = av_pix_fmt_desc_get(inlink->format);
+    s->hsub = pix_desc->log2_chroma_w;
+    s->vsub = pix_desc->log2_chroma_h;
+    s->nb_planes = av_pix_fmt_count_planes(inlink->format);
+
+    s->gradients = av_calloc(bufsize, sizeof(*s->gradients));
+
+    if (!s->gradients)
+        return AVERROR(ENOMEM);
+
+    return 0;
+}
+
+static float calculate_blockiness(BLKContext *s, int w, int h,
+                                  float *grad, int grad_linesize,
+                                  uint8_t* src, int src_linesize)
+{
+    float block = 0.0f;
+    float nonblock = 0.0f;
+    int block_count = 0;
+    int nonblock_count = 0;
+    float ret = 0;
+
+    // Calculate BS in horizontal and vertical directions according to (1)(2)(3). 
+    // Also try to find integer pixel periods (grids) even for scaled images.
+    // In case of fractional periods, FFMAX of current and neighbor pixels
+    // can help improve the correlation with MQS.
+    // Skip linear correction term (4)(5), as it appears only valid for their own test samples.
+
+    // horizontal blockiness (fixed width)
+    for (int j = 1; j < h; j++) {
+        for (int i = 3; i < w - 4; i++) {
+            float temp = 0.0f;
+            grad[j * grad_linesize + i] =
+                    abs(src[j * src_linesize + i + 0] - src[j * src_linesize + i + 1]);
+            temp += abs(src[j * src_linesize + i + 1] - src[j * src_linesize + i + 2]);
+            temp += abs(src[j * src_linesize + i + 2] - src[j * src_linesize + i + 3]);
+            temp += abs(src[j * src_linesize + i + 3] - src[j * src_linesize + i + 4]);
+            temp += abs(src[j * src_linesize + i - 0] - src[j * src_linesize + i - 1]);
+            temp += abs(src[j * src_linesize + i - 1] - src[j * src_linesize + i - 2]);
+            temp += abs(src[j * src_linesize + i - 2] - src[j * src_linesize + i - 3]);
+            temp = FFMAX(1, temp);
+            grad[j * grad_linesize + i] /= temp;
+
+            // use first row to store acculated results
+            grad[i] += grad[j * grad_linesize + i];
+        }
+    }
+
+    // find horizontal period
+    for (int period = s->period_min; period < s->period_max + 1; period++) {
+        float temp;
+        block = 0;
+        nonblock = 0;
+        block_count = 0;
+        nonblock_count = 0;
+        for (int i = 3; i < w - 4; i++) {
+            if ((i % period) == (period - 1)) {
+                block += FFMAX(FFMAX(grad[i + 0], grad[i + 1]), grad[i - 1]);
+                block_count++;
+            } else {
+                nonblock += grad[i];
+                nonblock_count++;
+            }
+        }
+        temp = (block / block_count) / (nonblock / nonblock_count);
+        ret = FFMAX(ret, temp);
+    }
+
+    // vertical blockiness (fixed height)
+    block_count = 0;
+    for (int j = 3; j < h - 4; j++) {
+        for (int i = 1; i < w; i++) {
+            float temp = 0.0f;
+            grad[j * grad_linesize + i] =
+                    abs(src[(j + 0) * src_linesize + i] - src[(j + 1) * src_linesize + i]);
+            temp += abs(src[(j + 1) * src_linesize + i] - src[(j + 2) * src_linesize + i]);
+            temp += abs(src[(j + 2) * src_linesize + i] - src[(j + 3) * src_linesize + i]);
+            temp += abs(src[(j + 3) * src_linesize + i] - src[(j + 4) * src_linesize + i]);
+            temp += abs(src[(j - 0) * src_linesize + i] - src[(j - 1) * src_linesize + i]);
+            temp += abs(src[(j - 1) * src_linesize + i] - src[(j - 2) * src_linesize + i]);
+            temp += abs(src[(j - 2) * src_linesize + i] - src[(j - 3) * src_linesize + i]);
+            temp = FFMAX(1, temp);
+            grad[j * grad_linesize + i] /= temp;
+
+            // use first column to store accumulated results
+            grad[j * grad_linesize] += grad[j * grad_linesize + i];
+        }
+    }
+
+    // find vertical period
+    for (int period = s->period_min; period < s->period_max + 1; period++) {
+        float temp;
+        block = 0;
+        nonblock = 0;
+        block_count = 0;
+        nonblock_count = 0;
+        for (int j = 3; j < h - 4; j++) {
+            if ((j % period) == (period - 1)) {
+                block += FFMAX(FFMAX(grad[(j + 0) * grad_linesize],
+                                     grad[(j + 1) * grad_linesize]),
+                                     grad[(j - 1) * grad_linesize]);
+                block_count++;
+            } else {
+                nonblock += grad[j * grad_linesize];
+                nonblock_count++;
+            }
+        }
+        temp = (block / block_count) / (nonblock / nonblock_count);
+        ret = FFMAX(ret, temp);
+    }
+
+    // return highest value of horz||vert 
+    return ret;
+}
+
+static void set_meta(AVDictionary **metadata, const char *key, float d)
+{
+    char value[128];
+    snprintf(value, sizeof(value), "%f", d);
+    av_dict_set(metadata, key, value, 0);
+}
+
+static int blockdetect_filter_frame(AVFilterLink *inlink, AVFrame *in)
+{
+    AVFilterContext *ctx  = inlink->dst;
+    BLKContext *s         = ctx->priv;
+    AVFilterLink *outlink = ctx->outputs[0];
+
+    const int inw = inlink->w;
+    const int inh = inlink->h;
+
+    float *gradients   = s->gradients;
+
+    float block = 0.0f;
+    int nplanes = 0;
+    AVDictionary **metadata;
+    metadata = &in->metadata;
+
+    for (int plane = 0; plane < s->nb_planes; plane++) {
+        int hsub = plane == 1 || plane == 2 ? s->hsub : 0;
+        int vsub = plane == 1 || plane == 2 ? s->vsub : 0;
+        int w = AV_CEIL_RSHIFT(inw, hsub);
+        int h = AV_CEIL_RSHIFT(inh, vsub);
+
+        if (!((1 << plane) & s->planes))
+            continue;
+
+        nplanes++;
+
+        block += calculate_blockiness(s, w, h, gradients, w, in->data[plane], in->linesize[plane]);
+    }
+
+    if (nplanes)
+        block /= nplanes;
+
+    s->block_total += block;
+
+    // write stats
+    av_log(ctx, AV_LOG_VERBOSE, "block: %.7f\n", block);
+
+    set_meta(metadata, "lavfi.block", block);
+
+    s->nb_frames = inlink->frame_count_in;
+
+    return ff_filter_frame(outlink, in);
+}
+
+static av_cold void blockdetect_uninit(AVFilterContext *ctx)
+{
+    BLKContext *s = ctx->priv;
+
+    if (s->nb_frames > 0) {
+        av_log(ctx, AV_LOG_INFO, "block mean: %.7f\n",
+               s->block_total / s->nb_frames);
+    }
+
+    av_freep(&s->gradients);
+}
+
+static const enum AVPixelFormat pix_fmts[] = {
+    AV_PIX_FMT_GRAY8,
+    AV_PIX_FMT_GBRP,     AV_PIX_FMT_GBRAP,
+    AV_PIX_FMT_YUV422P,  AV_PIX_FMT_YUV420P,
+    AV_PIX_FMT_YUV444P,  AV_PIX_FMT_YUV440P,
+    AV_PIX_FMT_YUV411P,  AV_PIX_FMT_YUV410P,
+    AV_PIX_FMT_YUVJ440P, AV_PIX_FMT_YUVJ411P, AV_PIX_FMT_YUVJ420P,
+    AV_PIX_FMT_YUVJ422P, AV_PIX_FMT_YUVJ444P,
+    AV_PIX_FMT_YUVA444P, AV_PIX_FMT_YUVA422P, AV_PIX_FMT_YUVA420P,
+    AV_PIX_FMT_NONE
+};
+
+static const AVFilterPad blockdetect_inputs[] = {
+    {
+        .name         = "default",
+        .type         = AVMEDIA_TYPE_VIDEO,
+        .config_props = blockdetect_config_input,
+        .filter_frame = blockdetect_filter_frame,
+    },
+};
+
+static const AVFilterPad blockdetect_outputs[] = {
+    {
+        .name = "default",
+        .type = AVMEDIA_TYPE_VIDEO,
+    },
+};
+
+const AVFilter ff_vf_blockdetect = {
+    .name          = "blockdetect",
+    .description   = NULL_IF_CONFIG_SMALL("Blockdetect filter."),
+    .priv_size     = sizeof(BLKContext),
+    .init          = blockdetect_init,
+    .uninit        = blockdetect_uninit,
+    FILTER_PIXFMTS_ARRAY(pix_fmts),
+    FILTER_INPUTS(blockdetect_inputs),
+    FILTER_OUTPUTS(blockdetect_outputs),
+    .priv_class    = &blockdetect_class,
+    .flags         = AVFILTER_FLAG_METADATA_ONLY,
+};
Thilo Borgmann May 18, 2022, 1:42 p.m. UTC | #2
Am 09.05.22 um 14:24 schrieb Thilo Borgmann:
> Hi,
> 
>> $subject based on http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf
> 
> v2 with minimal changes from IRC.

Applying soon.

Thanks,
Thilo
Thilo Borgmann May 24, 2022, 9:22 a.m. UTC | #3
Am 18.05.22 um 15:42 schrieb Thilo Borgmann:
> Am 09.05.22 um 14:24 schrieb Thilo Borgmann:
>> Hi,
>>
>>> $subject based on http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf
>>
>> v2 with minimal changes from IRC.
> 
> Applying soon.

Pushed, thanks!

-Thilo
diff mbox series

Patch

diff --git a/doc/filters.texi b/doc/filters.texi
index 52c40833eb..e550eb8824 100644
--- a/doc/filters.texi
+++ b/doc/filters.texi
@@ -7997,6 +7997,35 @@  tblend=all_mode=grainextract
 @subsection Commands
 This filter supports same @ref{commands} as options.
 
+@anchor{blockdetect}
+@section blockdetect
+
+Determines blockiness of frames without altering the input frames.
+
+Based on Remco Muijs and Ihor Kirenko: "A no-reference blocking artifact measure for adaptive video processing." 2005 13th European signal processing conference. 
+
+The filter accepts the following options:
+
+@table @option
+@item period_min
+@item period_max
+Set minimum and maximum values for determining pixel grids (periods).
+Default values are [3,24].
+
+@item planes
+Set planes to filter. Default is first only.
+@end table
+
+@subsection Examples
+
+@itemize
+@item
+Determine blockiness for the first plane and search for periods within [8,32]:
+@example
+blockdetect=period_min=8:period_max=32:planes=1
+@end example
+@end itemize
+
 @anchor{blurdetect}
 @section blurdetect
 
diff --git a/libavfilter/Makefile b/libavfilter/Makefile
index 1db097b464..35a430878f 100644
--- a/libavfilter/Makefile
+++ b/libavfilter/Makefile
@@ -195,6 +195,7 @@  OBJS-$(CONFIG_BLACKDETECT_FILTER)            += vf_blackdetect.o
 OBJS-$(CONFIG_BLACKFRAME_FILTER)             += vf_blackframe.o
 OBJS-$(CONFIG_BLEND_FILTER)                  += vf_blend.o framesync.o
 OBJS-$(CONFIG_BLEND_VULKAN_FILTER)           += vf_blend_vulkan.o framesync.o vulkan.o vulkan_filter.o
+OBJS-$(CONFIG_BLOCKDETECT_FILTER)            += vf_blockdetect.o
 OBJS-$(CONFIG_BLURDETECT_FILTER)             += vf_blurdetect.o edge_common.o
 OBJS-$(CONFIG_BM3D_FILTER)                   += vf_bm3d.o framesync.o
 OBJS-$(CONFIG_BOXBLUR_FILTER)                += vf_boxblur.o boxblur.o
diff --git a/libavfilter/allfilters.c b/libavfilter/allfilters.c
index 2ad523fd0f..30936392ce 100644
--- a/libavfilter/allfilters.c
+++ b/libavfilter/allfilters.c
@@ -183,6 +183,7 @@  extern const AVFilter ff_vf_blackdetect;
 extern const AVFilter ff_vf_blackframe;
 extern const AVFilter ff_vf_blend;
 extern const AVFilter ff_vf_blend_vulkan;
+extern const AVFilter ff_vf_blockdetect;
 extern const AVFilter ff_vf_blurdetect;
 extern const AVFilter ff_vf_bm3d;
 extern const AVFilter ff_vf_boxblur;
diff --git a/libavfilter/vf_blockdetect.c b/libavfilter/vf_blockdetect.c
new file mode 100644
index 0000000000..f15dd19646
--- /dev/null
+++ b/libavfilter/vf_blockdetect.c
@@ -0,0 +1,294 @@ 
+/*
+ * Copyright (c) 2021 Thilo Borgmann <thilo.borgmann _at_ mail.de>
+ *
+ * This file is part of FFmpeg.
+ *
+ * FFmpeg is free software; you can redistribute it and/or
+ * modify it under the terms of the GNU Lesser General Public
+ * License as published by the Free Software Foundation; either
+ * version 2.1 of the License, or (at your option) any later version.
+ *
+ * FFmpeg is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+ * Lesser General Public License for more details.
+ *
+ * You should have received a copy of the GNU Lesser General Public
+ * License along with FFmpeg; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
+ */
+
+/**
+ * @file
+ * No-reference blockdetect filter
+ *
+ * Implementing:
+ * Remco Muijs and Ihor Kirenko: "A no-reference blocking artifact measure for adaptive video processing." 2005 13th European signal processing conference. IEEE, 2005. 
+ * http://www.eurasip.org/Proceedings/Eusipco/Eusipco2005/defevent/papers/cr1042.pdf
+ *
+ * @author Thilo Borgmann <thilo.borgmann _at_ mail.de>
+ */
+
+#include "libavutil/imgutils.h"
+#include "libavutil/opt.h"
+#include "internal.h"
+
+typedef struct BLKContext {
+    const AVClass *class;
+
+    int hsub, vsub;
+    int nb_planes;
+
+    int period_min;    // minimum period to search for
+    int period_max;    // maximum period to search for
+    int planes;        // number of planes to filter
+
+    double block_total;
+    uint64_t nb_frames;
+
+    float *gradients;
+} BLKContext;
+
+#define OFFSET(x) offsetof(BLKContext, x)
+#define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
+static const AVOption blockdetect_options[] = {
+    { "period_min", "Minimum period to search for", OFFSET(period_min), AV_OPT_TYPE_INT, {.i64=3}, 2, 32, FLAGS},
+    { "period_max", "Maximum period to search for", OFFSET(period_max), AV_OPT_TYPE_INT, {.i64=24}, 2, 64, FLAGS},
+    { "planes",        "set planes to filter", OFFSET(planes), AV_OPT_TYPE_INT, {.i64=1}, 0, 15, FLAGS },
+    { NULL }
+};
+
+AVFILTER_DEFINE_CLASS(blockdetect);
+
+static av_cold int blockdetect_init(AVFilterContext *ctx)
+{
+    return 0;
+}
+
+static int blockdetect_config_input(AVFilterLink *inlink)
+{
+    AVFilterContext *ctx = inlink->dst;
+    BLKContext      *s   = ctx->priv;
+    const int bufsize    = inlink->w * inlink->h;
+    const AVPixFmtDescriptor *pix_desc;
+
+    pix_desc = av_pix_fmt_desc_get(inlink->format);
+    s->hsub = pix_desc->log2_chroma_w;
+    s->vsub = pix_desc->log2_chroma_h;
+    s->nb_planes = av_pix_fmt_count_planes(inlink->format);
+
+    s->gradients = av_calloc(bufsize, sizeof(*s->gradients));
+
+    if (!s->gradients)
+        return AVERROR(ENOMEM);
+
+    return 0;
+}
+
+static float calculate_blockiness(BLKContext *s, int w, int h,
+                                  float *grad, int grad_linesize,
+                                  uint8_t* src, int src_linesize)
+{
+    float block = 0.0f;
+    float nonblock = 0.0f;
+    int block_count = 0;
+    int nonblock_count = 0;
+    float ret = 0;
+
+    // Calculate BS in horizontal and vertical directions according to (1)(2)(3). 
+    // Also try to find integer pixel periods (grids) even for scaled images.
+    // In case of fractional periods, FFMAX of current and neighbor pixels
+    // can help improve the correlation with MQS.
+    // Skip linear correction term (4)(5), as it appears only valid for their own test samples.
+
+    // horizontal blockiness (fixed width)
+    for (int j = 1; j < h; j++) {
+        for (int i = 3; i < w - 4; i++) {
+            float temp = 0.0f;
+            grad[j * grad_linesize + i] =
+                    abs(src[j * src_linesize + i + 0] - src[j * src_linesize + i + 1]);
+            temp += abs(src[j * src_linesize + i + 1] - src[j * src_linesize + i + 2]);
+            temp += abs(src[j * src_linesize + i + 2] - src[j * src_linesize + i + 3]);
+            temp += abs(src[j * src_linesize + i + 3] - src[j * src_linesize + i + 4]);
+            temp += abs(src[j * src_linesize + i - 0] - src[j * src_linesize + i - 1]);
+            temp += abs(src[j * src_linesize + i - 1] - src[j * src_linesize + i - 2]);
+            temp += abs(src[j * src_linesize + i - 2] - src[j * src_linesize + i - 3]);
+            temp = FFMAX(1, temp);
+            grad[j * grad_linesize + i] /= temp;
+
+            // use first row to store acculated results
+            grad[i] += grad[j * grad_linesize + i];
+        }
+    }
+
+    // find horizontal period
+    for (int period = s->period_min; period < s->period_max + 1; period++) {
+        float temp;
+        block = 0;
+        nonblock = 0;
+        block_count = 0;
+        nonblock_count = 0;
+        for (int i = 3; i < w - 4; i++) {
+            if ((i % period) == (period - 1)) {
+                block += FFMAX(FFMAX(grad[i + 0], grad[i + 1]), grad[i - 1]);
+                block_count++;
+            } else {
+                nonblock += grad[i];
+                nonblock_count++;
+            }
+        }
+        temp = (block / block_count) / (nonblock / nonblock_count);
+        ret = FFMAX(ret, temp);
+    }
+
+    // vertical blockiness (fixed height)
+    block_count = 0;
+    for (int j = 3; j < h - 4; j++) {
+        for (int i = 1; i < w; i++) {
+            float temp = 0.0f;
+            grad[j * grad_linesize + i] =
+                    abs(src[(j + 0) * src_linesize + i] - src[(j + 1) * src_linesize + i]);
+            temp += abs(src[(j + 1) * src_linesize + i] - src[(j + 2) * src_linesize + i]);
+            temp += abs(src[(j + 2) * src_linesize + i] - src[(j + 3) * src_linesize + i]);
+            temp += abs(src[(j + 3) * src_linesize + i] - src[(j + 4) * src_linesize + i]);
+            temp += abs(src[(j - 0) * src_linesize + i] - src[(j - 1) * src_linesize + i]);
+            temp += abs(src[(j - 1) * src_linesize + i] - src[(j - 2) * src_linesize + i]);
+            temp += abs(src[(j - 2) * src_linesize + i] - src[(j - 3) * src_linesize + i]);
+            temp = FFMAX(1, temp);
+            grad[j * grad_linesize + i] /= temp;
+
+            // use first column to store accumulated results
+            grad[j * grad_linesize] += grad[j * grad_linesize + i];
+        }
+    }
+
+    // find vertical period
+    for (int period = s->period_min; period < s->period_max + 1; period++) {
+        float temp;
+        block = 0;
+        nonblock = 0;
+        block_count = 0;
+        nonblock_count = 0;
+        for (int j = 3; j < h - 4; j++) {
+            if ((j % period) == (period - 1)) {
+                block += FFMAX(FFMAX(grad[(j + 0) * grad_linesize],
+                                     grad[(j + 1) * grad_linesize]),
+                                     grad[(j - 1) * grad_linesize]);
+                block_count++;
+            } else {
+                nonblock += grad[j * grad_linesize];
+                nonblock_count++;
+            }
+        }
+        temp = (block / block_count) / (nonblock / nonblock_count);
+        ret = FFMAX(ret, temp);
+    }
+
+    // return highest value of horz||vert 
+    return ret;
+}
+
+static void set_meta(AVDictionary **metadata, const char *key, float d)
+{
+    char value[128];
+    snprintf(value, sizeof(value), "%f", d);
+    av_dict_set(metadata, key, value, 0);
+}
+
+static int blockdetect_filter_frame(AVFilterLink *inlink, AVFrame *in)
+{
+    AVFilterContext *ctx  = inlink->dst;
+    BLKContext *s         = ctx->priv;
+    AVFilterLink *outlink = ctx->outputs[0];
+
+    const int inw = inlink->w;
+    const int inh = inlink->h;
+
+    float *gradients   = s->gradients;
+
+    float block = 0.0f;
+    int nplanes = 0;
+    AVDictionary **metadata;
+    metadata = &in->metadata;
+
+    for (int plane = 0; plane < s->nb_planes; plane++) {
+        int hsub = plane == 1 || plane == 2 ? s->hsub : 0;
+        int vsub = plane == 1 || plane == 2 ? s->vsub : 0;
+        int w = AV_CEIL_RSHIFT(inw, hsub);
+        int h = AV_CEIL_RSHIFT(inh, vsub);
+
+        if (!((1 << plane) & s->planes))
+            continue;
+
+        nplanes++;
+
+        block += calculate_blockiness(s, w, h, gradients, w, in->data[plane], in->linesize[plane]);
+    }
+
+    if (nplanes)
+        block /= nplanes;
+
+    s->block_total += block;
+
+    // write stats
+    av_log(ctx, AV_LOG_VERBOSE, "block: %.7f\n", block);
+
+    set_meta(metadata, "lavfi.block", block);
+
+    s->nb_frames = inlink->frame_count_in;
+
+    return ff_filter_frame(outlink, in);
+}
+
+static av_cold void blockdetect_uninit(AVFilterContext *ctx)
+{
+    BLKContext *s = ctx->priv;
+
+    if (s->nb_frames > 0) {
+        av_log(ctx, AV_LOG_INFO, "block mean: %.7f\n",
+               s->block_total / s->nb_frames);
+    }
+
+    av_freep(&s->gradients);
+}
+
+static const enum AVPixelFormat pix_fmts[] = {
+    AV_PIX_FMT_GRAY8,
+    AV_PIX_FMT_GBRP,     AV_PIX_FMT_GBRAP,
+    AV_PIX_FMT_YUV422P,  AV_PIX_FMT_YUV420P,
+    AV_PIX_FMT_YUV444P,  AV_PIX_FMT_YUV440P,
+    AV_PIX_FMT_YUV411P,  AV_PIX_FMT_YUV410P,
+    AV_PIX_FMT_YUVJ440P, AV_PIX_FMT_YUVJ411P, AV_PIX_FMT_YUVJ420P,
+    AV_PIX_FMT_YUVJ422P, AV_PIX_FMT_YUVJ444P,
+    AV_PIX_FMT_YUVA444P, AV_PIX_FMT_YUVA422P, AV_PIX_FMT_YUVA420P,
+    AV_PIX_FMT_NONE
+};
+
+static const AVFilterPad blockdetect_inputs[] = {
+    {
+        .name         = "default",
+        .type         = AVMEDIA_TYPE_VIDEO,
+        .config_props = blockdetect_config_input,
+        .filter_frame = blockdetect_filter_frame,
+    },
+};
+
+static const AVFilterPad blockdetect_outputs[] = {
+    {
+        .name = "default",
+        .type = AVMEDIA_TYPE_VIDEO,
+    },
+};
+
+const AVFilter ff_vf_blockdetect = {
+    .name          = "blockdetect",
+    .description   = NULL_IF_CONFIG_SMALL("blockdetect filter."),
+    .priv_size     = sizeof(BLKContext),
+    .init          = blockdetect_init,
+    .uninit        = blockdetect_uninit,
+    FILTER_PIXFMTS_ARRAY(pix_fmts),
+    FILTER_INPUTS(blockdetect_inputs),
+    FILTER_OUTPUTS(blockdetect_outputs),
+    .priv_class    = &blockdetect_class,
+    .flags         = AVFILTER_FLAG_METADATA_ONLY,
+};