-
Notifications
You must be signed in to change notification settings - Fork 4
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
19 changed files
with
2,623 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,20 @@ | ||
Copyright 2008 Kah Keng Tay. All rights reserved. | ||
|
||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to | ||
deal in the Software without restriction, including without limitation the | ||
rights to use, copy, modify, merge, publish, distribute, sublicense, and/or | ||
sell copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
||
The above copyright notice and this permission notice shall be included in | ||
all copies or substantial portions of the Software. | ||
|
||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | ||
FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS | ||
IN THE SOFTWARE. | ||
|
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,23 @@ | ||
OPTIONS_SAMPLING=-D SAMPLING_SIZE=100 -D SAMPLING_WIN_X=11 -D SAMPLING_WIN_Y=11 -D SAMPLING_LUMINANCE_WEIGHTING | ||
OPTIONS_FIB=-D FH_STATS | ||
OPTIONS_A=-D CACHE_SIZE=100 $(OPTIONS_SAMPLING) $(OPTIONS_FIB) | ||
OPTIONS_B=-D CACHE_SIZE=20 $(OPTIONS_SAMPLING) $(OPTIONS_FIB) | ||
OPTIONS_D=-D CACHE_SIZE=100 $(OPTIONS_SAMPLING) | ||
OPTIONS_DR=-D CACHE_SIZE=100 $(OPTIONS_SAMPLING) | ||
OPTIONS_L=-D CACHE_SIZE=100 $(OPTIONS_SAMPLING) | ||
|
||
all: pkg vqatsA vqatsB vqatsD vqatsDR vqatsL fib | ||
|
||
pkg: | ||
@PKG_CONFIG_PATH=/usr/local/lib/pkgconfig/ | ||
@export PKG_CONFIG_PATH | ||
|
||
fib: | ||
@gcc -Wall $(OPTIONS_FIB) -I. -c fib.c -o fib.o | ||
|
||
vqats%: fib | ||
@$(MAKE) -s _$@ ID=$(subst vqats,,$@) | ||
|
||
_vqats%: | ||
gcc -Wall $(OPTIONS_$(ID)) vqats.cc algo$(ID).cc tool.cc fib.o `pkg-config --cflags opencv` `pkg-config --libs opencv` -o vqats$(ID)x | ||
gcc -Wall -g -D DEBUG $(OPTIONS_$(ID)) vqats.cc algo$(ID).cc tool.cc fib.o `pkg-config --cflags opencv` `pkg-config --libs opencv` -o vqats$(ID)d |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,47 @@ | ||
Video Quality Assessment Tool using SSIM (VQATS). | ||
Written by Kah Keng Tay, kahkeng AT gmail DOT com, 2008. | ||
|
||
This tool computes VSSIM*, a similarity score between two videos, when given | ||
their image sequences as input. When comparing any two frames, we average the | ||
RGB SSIM values and use that as the overall video SSIM index for the frames. | ||
|
||
Features: | ||
- accomodates frame skips and stalls in input videos. | ||
- performs such alignment automatically and quickly. | ||
- minimize computation to keep things fast. | ||
|
||
Credit goes to: | ||
- Zhou Wang for the SSIM metric. http://www.ece.uwaterloo.ca/~z70wang/research/ssim/ | ||
- Rabah Mehdi for original SSIM OpenCV code. http://mehdi.rabah.free.fr/ | ||
- John-Mark Gurney for fib package. http://resnet.uoregon.edu/~gurney_j/jmpc/fib.html | ||
|
||
|
||
Setup: | ||
|
||
1. Install some pre-requisites (if using Fedora Core): | ||
yum install pkgconfig libpng zlib libjpeg libtiff libjasper | ||
|
||
2. Download and install OpenCV. Reference: http://opencvlibrary.sourceforge.net/InstallGuide_Linux | ||
wget http://downloads.sourceforge.net/opencvlibrary/opencv-1.0.0.tar.gz | ||
tar xzvf opencv-1.0.0.tar.gz | ||
cd opencv-1.0.0 | ||
PKG_CONFIG=/usr/bin/pkg-config PKG_CONFIG_PATH=/usr/local/lib/pkgconfig/ ./configure --without-ffmpeg --enable-static | ||
make | ||
make install | ||
ldconfig -v | ||
|
||
3. Download and install FFmpeg. | ||
svn checkout -r 10489 svn://svn.mplayerhq.hu/ffmpeg/trunk ffmpeg | ||
cd ffmpeg | ||
./configure --enable-gpl --enable-pp | ||
make | ||
make install | ||
|
||
4. Build VQATS. | ||
make | ||
|
||
5. Update eval.py with paths to ffmpeg and the VQATS executable. | ||
|
||
6. Compute VSSIM* using eval.py. | ||
eval.py <refvideo> <testvideo> | ||
|
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,174 @@ | ||
/* | ||
* Video Quality Assessment Tool using SSIM (VQATS). | ||
* Written by Kah Keng Tay, kahkeng AT gmail DOT com, 2008. | ||
* | ||
* A* algorithm. | ||
*/ | ||
|
||
#include "vqats.hh" | ||
#include "dtable.hh" | ||
#include "fib.h" | ||
|
||
enum state_t | ||
{ | ||
NONE = 0, | ||
OPEN, | ||
CLOSED | ||
}; | ||
|
||
struct QueueElement | ||
{ | ||
QueueElement(frame_t i1, frame_t i2): _i1(i1), _i2(i2), _estimate(0), _sum(0), _length(0) { } | ||
frame_t _i1, _i2; | ||
score_t _estimate; // estimated score | ||
score_t _sum; // cumulative score | ||
uint16_t _length; // path length | ||
}; | ||
|
||
static inline int element_comparator(void* x, void* y) | ||
{ | ||
QueueElement* a = (QueueElement*)x; | ||
QueueElement* b = (QueueElement*)y; | ||
if (a->_estimate < b->_estimate) return -1; | ||
else if (a->_estimate > b->_estimate) return 1; | ||
else return 0; | ||
} | ||
|
||
static inline score_t element_heuristic(frame_t i1, frame_t i2, frame_t j1, frame_t j2) | ||
{ | ||
frame_t a1 = abs(i1 - j1); | ||
frame_t a2 = abs(i2 - j2); | ||
if (a1 > a2) return (a1 - a2) * (1.0 - DELETED_FRAME); | ||
else return (a2 - a1) * (1.0 - INSERTED_FRAME); | ||
} | ||
|
||
score_t compute_video_score(VQATS& v, const video_t& video1, const video_t& video2) | ||
{ | ||
frame_t n1 = v._video_map[video1]._frames.size(); | ||
frame_t n2 = v._video_map[video2]._frames.size(); | ||
void*** start_he = new_table<void*>(n1 + 1, n2 + 1, NULL); // heap elements | ||
QueueElement*** start_qe = new_table<QueueElement*>(n1 + 1, n2 + 1, NULL); // queue elements | ||
state_t** start_state = new_table<state_t>(n1 + 1, n2 + 1, NONE); // node states | ||
|
||
// initial values | ||
start_qe[0][0] = new QueueElement(0, 0); | ||
start_state[0][0] = OPEN; | ||
|
||
// initial queues | ||
struct fibheap* start_heap = fh_makeheap(); | ||
fh_setcmp(start_heap, element_comparator); | ||
start_he[0][0] = fh_insert(start_heap, (void*)start_qe[0][0]); | ||
|
||
score_t sum = 0; | ||
uint16_t length = 0; | ||
int ninserts = 0; | ||
#ifdef FH_STATS | ||
printf("maxinserts = %d\n", (n1+1)*(n2+1)); fflush(stdout); | ||
#endif | ||
|
||
while (true) | ||
{ | ||
QueueElement *qs, *qe; | ||
int i1, i2; | ||
score_t s; | ||
|
||
// check start frontier | ||
qs = (QueueElement*)fh_extractmin(start_heap); | ||
assert(qs); // there is always a path | ||
assert(start_state[qs->_i1][qs->_i2] == OPEN); // this node should be open | ||
#ifdef DEBUG | ||
printf("extract from start: (%d,%d) est=%.4f sum=%.4f len=%d\n", qs->_i1, qs->_i2, qs->_estimate, qs->_sum, qs->_length); | ||
#endif | ||
start_state[qs->_i1][qs->_i2] = CLOSED; | ||
if (qs->_i1 == n1 && qs->_i2 == n2) // we have found an optimal path | ||
{ | ||
sum = qs->_sum; | ||
length = qs->_length; | ||
break; | ||
} | ||
// expand this node outward | ||
for (int dir = 0; dir < 3; dir++) | ||
{ | ||
switch (dir) | ||
{ | ||
case 0: i1 = qs->_i1 + 1; i2 = qs->_i2 + 1; break; | ||
case 1: i1 = qs->_i1; i2 = qs->_i2 + 1; break; // insert frame | ||
case 2: i1 = qs->_i1 + 1; i2 = qs->_i2; break; // delete frame | ||
} | ||
if (i1 <= n1 && i2 <= n2 && start_state[i1][i2] != CLOSED) | ||
{ | ||
switch (dir) | ||
{ | ||
case 0: s = 1.0 - v.compute_frame_score(video1, video2, i1 - 1, i2 - 1); break; | ||
case 1: s = 1.0 - INSERTED_FRAME; break; | ||
case 2: s = 1.0 - DELETED_FRAME; break; | ||
} | ||
qe = new QueueElement(i1, i2); | ||
qe->_sum = qs->_sum + s; | ||
qe->_length = qs->_length + 1; | ||
qe->_estimate = qe->_sum + element_heuristic(i1, i2, n1, n2); | ||
switch (start_state[i1][i2]) | ||
{ | ||
case NONE: | ||
#ifdef DEBUG | ||
printf("expanding start: (%d,%d) est=%.4f sum=%.4f len=%d\n", i1, i2, qe->_estimate, qe->_sum, qe->_length); | ||
#endif | ||
#ifdef FH_STATS | ||
ninserts = fh_ninserts(start_heap); | ||
if (ninserts % 10000 == 0) { printf("%d %d %d\n", ninserts, fh_nextracts(start_heap), fh_maxn(start_heap)); fflush(stdout); } | ||
#endif | ||
assert(start_qe[i1][i2] == NULL); | ||
start_he[i1][i2] = fh_insert(start_heap, (void*)qe); | ||
start_qe[i1][i2] = qe; | ||
start_state[i1][i2] = OPEN; | ||
break; | ||
case OPEN: | ||
#ifdef DEBUG | ||
printf("updating start: (%d,%d) est=%.4f sum=%.4f len=%d\n", i1, i2, qe->_estimate, qe->_sum, qe->_length); | ||
#endif | ||
assert(start_qe[i1][i2] != NULL); | ||
if (qe->_estimate < start_qe[i1][i2]->_estimate) | ||
{ | ||
start_qe[i1][i2] = qe; | ||
qe = (QueueElement*)fh_replacedata(start_heap, (struct fibheap_el*)start_he[i1][i2], (void*)qe); | ||
} | ||
delete qe; | ||
break; | ||
default: | ||
assert(false); // should not reach here | ||
break; | ||
} | ||
} | ||
} | ||
} | ||
assert(length > 0); | ||
|
||
#ifdef DEBUG | ||
printf("Sum = %f\n", sum); | ||
printf("Length = %d\n", length); | ||
#endif | ||
#ifdef FH_STATS | ||
printf("MaxN = %d\n", fh_maxn(start_heap)); | ||
printf("Inserts = %d\n", fh_ninserts(start_heap)); | ||
printf("Extracts = %d\n", fh_nextracts(start_heap)); | ||
#endif | ||
fflush(stdout); | ||
|
||
// clean up | ||
fh_deleteheap(start_heap); | ||
for (uint16_t i1 = 0; i1 <= n1; i1++) | ||
{ | ||
for (uint16_t i2 = 0; i2 <= n2; i2++) | ||
{ | ||
if (start_qe[i1][i2]) | ||
delete start_qe[i1][i2]; | ||
} | ||
} | ||
delete_table(start_he, n1 + 1, n2 + 1); | ||
delete_table(start_qe, n1 + 1, n2 + 1); | ||
delete_table(start_state, n1 + 1, n2 + 1); | ||
|
||
return 1.0 - sum / length; | ||
} | ||
|
||
|
Oops, something went wrong.