Robust Image Retargeting via Axis-Aligned Deformation: Results and Comparisons

Daniele Panozzo, Ofir Weber and Olga Sorkine

The source images and the results of previous methods were taken from the RetargetMe Benchmark. Click on any image to view the full-resolution version.

Legend:

CR	Manually chosen cropping windows
SV	KRAHENBUHL, P., LANG, M., HORNUNG, A., AND GROSS, M. 2009. A system for retargeting of streaming video. ACM TOG 28, 5.
MULTIOP	RUBINSTEIN, M., SHAMIR, A., AND AVIDAN, S. 2009. Multi- operator media retargeting. ACM Trans. Graph. 28, 3.
SC	RUBINSTEIN, M., SHAMIR, A., AND AVIDAN, S. 2008. Improved seam carving for video retargeting. ACM TOG 27, 3
SCL	Simple homogeneous scaling operator
SM	PRITCH, Y., KAV-VENAKI, E., AND PELEG, S. 2009. Shift-map image editing. In Proceedings of ICCV, 151–158
SNS	WANG, Y.-S., TAI, C.-L., SORKINE, O., AND LEE, T.-Y. 2008. Optimized scale-and-stretch for image resizing. ACM TOG 27, 5.
WARP	WOLF, L., GUTTMANN, M., AND COHEN-OR, D. 2007. Non-homogeneous content-driven video-retargeting. In Proceedings of ICCV 2007.
QP	KARNI, Z., FREEDMAN, D., AND GOTSMAN, C. 2009. Energy-based image deformation. Comput. Graph. Forum 28, 5, 1257-1268.
OURS	Robust Interactive Image Retargeting via Axis-Aligned Deformation

Source	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[1]ArtRoom (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[2]BedRoom (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[36]butterfly (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[3]Brasserie_L_Aficion (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[4]Canalhouse (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
									N/A
[6]DKNYgirl (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[8]Deck (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[10]Fatem (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[11]Heavenly (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[12]JapenessHouse (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[13]Johanneskirche (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[14]LakeVillage (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[15]Lotus (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[17]Marblehead_Mass (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[18]Perissa_Santorini (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[19]Sanfrancisco (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[20]SetAngle (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[23]Tempura (0.50height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[24]Uelzecht (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[25]Umdan (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[26]Unazukin (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[27]Woman (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[28]battleship (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[29]bicycle1 (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
									N/A
[30]bicycle2 (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[31]bike (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[32]blueman (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[33]brick_house (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[34]buddha (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[35]butterfly2 (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A
[37]butterfly (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[38]car1 (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[39]car2 (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[40]car (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A								N/A
[41]car (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
			N/A
[42]cat (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[43]child (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
							N/A
[44]colosseum (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[45]eagle (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[46]face (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[47]family (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A								N/A
[48]family (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[49]fish (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
									N/A
[50]fish (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[51]fishing (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[52]foliage (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[53]getty (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
									N/A
[54]girls (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[55]glasses (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[56]greek_wine (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
						N/A
[57]house (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
							N/A
[58]housefence (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A
[59]islands (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[60]jon (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[61]kids (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[62]manga (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[63]mnm (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
									N/A
[64]mochizuki (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A
[65]mochizuki (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[66]money (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[67]obama (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[68]orchid (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[69]osaka (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[70]painting1 (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[71]painting2 (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A		N/A						N/A
[72]painting2 (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[73]pencils (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[74]penguins (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
				N/A			N/A
[75]pigeons (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A
[76]soccer (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
						N/A
[77]stair (0.50height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[78]surfer (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
	N/A								N/A
[79]surfer (1.25width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[80]surfers (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[81]tajmahal (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[82]tiger (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[83]tower (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[84]trees (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
							N/A
[85]twobirds (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[86]venice (0.75height)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[87]volleyball (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[88]waterfall (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

[89]wedding (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
						N/A	N/A
[90]bells (0.75width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
						N/A	N/A
[91]boat (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS
						N/A	N/A
[92]ski (0.50width)	CR	SV	MULTIOP	SC	SCL	SM	SNS	WARP	QP	OURS

Robust Image Retargeting via Axis-Aligned Deformation: Results and Comparisons

Daniele Panozzo, Ofir Weber and Olga Sorkine

Source

CR

SV

MULTIOP

SC

SCL

SM

SNS

WARP

QP

OURS