Abstract
In this paper, it tries to extend the characteristics of human eyes’ contrast sensitivity Function(CSF) into (3D) space, but the experimental results show that the traditional characteristics of CSF have limitations in 3D space for lack of depth information. In order to investigate the characteristics of CSF in 3D space, traditional CSF tests are further developed to measure the corresponding properties of CSF with different inclined planes, and describe the 𝜃−C S F characteristics of human eyes based on the inclined angles 𝜃. According to the tests, the mathematical expression of 𝜃−C S F is built up. In addition, the concept of spatial frequency in the direction of depth (f D ) is proposed, and f D −C S F characteristic surface is also achieved. The proposed 3D CSF has significant effects on the research of human visual characteristics and 3D image processing.













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References
Arundale K (1978) An investigation into the variation of human contrast sensitivity with age and ocular pathology. Br J Ophthalmol 62:213–215
Bodis-Wollner I, Diamond SP (1976) The measurement of spatial contrast sensitivity in cases of blurred vision associated with cerebral lesions. J Neurol 99:695–710
Bradley AP (1999) A wavelet visible difference predictor. IEEE Trans Image Process 8(5):717–730
Brand\(\tilde {\alpha }\) T, Queluz MP (2010) No-reference quality assessment of h. 264/AVC encoded video. IEEE Trans Circuits Syst Video Technol 20(11):1437–1447
Chen Y, Blum RS (2009) A new automated quality assessment algorithm for image fusion. Image Vis Comput 27(2)
Chen H, Guillemot C (2010) Perceptually-friendly H.264/AVC video coding based on foveated just-noticeable-distortion model. IEEE Trans Circuits Syst Video Technol 20(6)
Chen H, Varshney PK (2007) A human perception inspired quality metric for image fusion based on regional information. Information Fusion 8(2):193–207
Chen WD, Weisi L, Bu-Sung L, Chiew TL (2012) Robust image coding based upon compressive sensing. IEEE Trans Multimedia 14(2):278–290
Damera-Venkata N, Kite TD, Geisler WS et al (2000) Image quality assessment based on a degradation model. IEEE Trans Image Process 9(4):636–650
Gaddipatti A, Machiraju R, Yagel R (1997) Steering image generation with wavelet based perceptual metric. Comput Graphics Forum 16(3):C241–C251
Gao X, Lu W, Tao D, Li X (2009) Image quality assessment based on multiscale geometric analysis. IEEE Trans Image Process 18(7):1409–1423
Imamoglu N, Lin W, Fang Y (2013) A saliency detection model using low-level features based on wavelet transform. IEEE Trans Multimedia 15(1):96–105
James L, Mannos DJ (1974) Sakrison the effects of a visual fidelity criterion on the encoding of images. IEEE Trans Inf Theory IT-20(4):525–536
Jayant N, Johnston J, Safranek R (1993) Signal compression based on models of human perception. Proc IEEE 81(10):1385–1422
Jung S-W, Ko S-J (2012) Depth sensation enhancement using the just noticeable depth difference. IEEE Trans Image Process 21(8):3624–3637
Lang M, Hornung A, Wang O et al (2010) Nonlinear disparity mapping for stereoscopic 3D. ACM Trans Graph 29(4):75
Li S, Zhang F, Ma L, Ngi Ngan K (2011) Image quality assessment by separately evaluating detail losses and additive impairments. IEEE Trans Multimedia 13(5):935–949
Li P, Wang M, Cheng J, Xu C, Lu H (2013) Spectral hashing with semantically consistent graph for image indexing. IEEE Trans Multimedia 15(1):141–152
Liu F, Niu Y, Jin H (2013) Casual stereoscopic photo authoring. IEEE Trans Multimedia 15(1): 129–140
Mller K, Merkle P (2011) Thomas wiegand, 3-D video representation using depth maps. Proc IEEE 99(4):643–656
Mocan MC, Najera-Covarrubias M, Wright KW (2005) Comparison of visual acuity levels in pediatric patients with Amblyopia using Wright Figures((c)), Allen Optotypes, and Snellen Letters. J AAPOS 9:48–52
Nadenau MJ, Reichel J, Kunt M (2003) Wavelet-based color image compression: exploiting the contrast sensitivity function. IEEE Trans Image Process 12(1)
Ng K-T, Zhu Z-Y, Wang C, Chan S-C, Shum H-Y (2012) A multi-camera approach to image-based rendering and 3-D/multiview display of ancient chinese artifacts. IEEE Trans Multimedia 14(6): 1631–1641
Schade (1956) Optical and photoelectric analog of the eye. J Opt Soc Am 46 (9):721–738
Shao F, Jiang G, Yu M, Chen K, Ho Y-S (2012) Asymmetric coding of Multi-View video plus depth based 3-D video for view rendering. IEEE Trans Multimedia 14(1):157–167
Smolic A, Kauff P, Knorr S, Hornung A et al (2011) Three-dimentional video postproduction and processing. Proc IEEE 99(4):607–625
Tao D, Li X, Lu W, Gao X (2009) Reduced-reference IQA in contourlet domain. IEEE Trans Syst Man Cybern B Cybern 39(6)
Wei ZY, Ngan KN (2009) Spatio-temporal just noticeable distortion profile for grey scale image/video in DCT domain. IEEE Trans Circuits Syst Video Technol 19 (3):337–346
Wei W, Yong Q (2011) Information potential fields navigation in wireless Ad-Hoc sensor networks[J]. Sensors 11(5):4794–4807
Wei W, Yang X L, Shen PY et al (2012) Holes detection in anisotropic sensornets: topological methods[J]. Int J Distrib Sens Netw 2012
Wei W, Yang XL, Zhou B et al (2012) Combined energy minimization for image reconstruction from few views[J]. Math Probl Eng 2012
Wei W, Qin X, Wang L et al (2014) GI/Geom/1 queue based on communication model for mesh networks[J]. Int J Commun Syst 27(11):3013–3029
Wu G-L, Wu T-H, Chien S-Y (2011) Algorithm and Architecture Design of Perception Engine for Video Coding Applications. IEEE Trans Multimedia 13(6)
Xing L, You J, Ebrahimi T, Perkis A (2012) Assessment of stereoscopic crosstalk perception. IEEE Trans Multimedia 14(2):326–337
Yan B, Zhou J (2012) Efficient frame concealment for depth image-based 3-D video transmission. IEEE Trans Multimedia 14(3):936–941
Zeng W, Daly S, Lei S (2002) An overview of the visual optimization tools in JPEG 2000. Signal Process Image Commun 17(1):85–104
Zhang F, Ma L, Li S, Ngi Ngan K (2011) Practical image quality metric applied to image coding. IEEE Trans Multimedia 13(4)
Acknowledgments
This research is supported by the National Natural Science Foundation of China (No. 61471260 and No.61271324), and Program for New Century Excellent Talents in University (NCET-12-0400).
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Yang, J., Liu, Y., Wei, W. et al. A new research on contrast sensitivity function in 3D space. Multimed Tools Appl 76, 11127–11142 (2017). https://doi.org/10.1007/s11042-016-3541-9
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DOI: https://doi.org/10.1007/s11042-016-3541-9