19.6.3.7.6 Plants, Leaf Shapes, Leaf Analysis, Leaf Segmentation

Chapter Contents (Back)
Leaf Shape. Plant Leaf. Application, Leaf Shapes.

Leafsnap,
2011. Vendor, Image Query.
WWW Link. 1106
An electronic field guide combining work from Columbia and Maryland with the resources of the Smithsonian. Initially trees of New York and Maryland. iPhone and iPad apps. Android app to follow.

Schatzki, T.F., Witt, S.C., Wilkins, D.E., Lenker, D.H.,
Characterization of growing lettuce from density contours: I. Head Selection,
PR(13), No. 5, 1981, pp. 333-340.
Elsevier DOI 0309
BibRef

Schatzki, T.F., Witt, S.C., Wilkins, D.E., Lenker, D.H.,
Characterization of growing lettuce from density contours: II. Statistics,
PR(13), No. 5, 1981, pp. 341-346.
Elsevier DOI 0309
BibRef

Peleg, K., Cohen, O., Ziv, M., Kimmel, E.,
Machine identification of buds in images of plant shoots,
MVA(6), No. 4, 1993, pp. 224-232. BibRef 9300

Fu, H., Chi, Z.,
Combined thresholding and neural network approach for vein pattern extraction from leaf images,
VISP(153), No. 6, December 2006, pp. 881-892.
DOI Link 0702
BibRef

Lee, C.L.[Chia-Ling], Chen, S.Y.[Shu-Yuan],
Classification of leaf images,
IJIST(16), No. 1, 2006, pp. 15-23.
DOI Link 0703
BibRef

Nam, Y.Y.[Yun-Young], Hwang, E.J.[Een-Jun], Kim, D.Y.[Dong-Yoon],
A similarity-based leaf image retrieval scheme: Joining shape and venation features,
CVIU(110), No. 2, May 2008, pp. 245-259.
Elsevier DOI 0804
Similarity-based image retrieval; Shape-based retrieval; Leaf image retrieval; Venation; MPP; Mobile computing BibRef

Park, J.K.[Jin-Kyu], Hwang, E.J.[Een-Jun], Nam, Y.Y.[Yun-Young],
Utilizing venation features for efficient leaf image retrieval,
JSS(81), No. 1, January, 2008, pp. 71-82.
Elsevier DOI 0905
BibRef

Taylor-Hell, J.F.[Julia F.], Baranoski, G.V.G.[Gladimir V. G.], Rokne, J.G.[Jon G.],
State Of The Art In The Realistic Modeling Of Plant Venation Systems,
IJIG(5), No. 3, July 2005, pp. 663-678. 0507
BibRef

Casanova, D.[Dalcimar], de Mesquita Sá Junior, J.J.[Jarbas Joaci], Bruno, O.M.[Odemir Martinez],
Plant leaf identification using Gabor wavelets,
IJIST(19), No. 3, September 2009, pp. 236-243.
DOI Link 0909
BibRef

Xu, G.[Guili], Zhang, F.L.[Feng-Ling], Shah, S.G.[Syed Ghafoor], Ye, Y.Q.[Yong-Qiang], Mao, H.P.[Han-Ping],
Use of leaf color images to identify nitrogen and potassium deficient tomatoes,
PRL(32), No. 11, 1 August 2011, pp. 1584-1590.
Elsevier DOI 1108
Computer vision; Classification; Intellective diagnosis; Feature extraction; Feature selection BibRef

Zhang, M.[Min], Meng, Q.G.[Qing-Gang],
Automatic citrus canker detection from leaf images captured in field,
PRL(32), No. 15, 1 November 2011, pp. 2036-2046.
Elsevier DOI 1112
Citrus canker detection; Zone-based texture distribution; Classification; Hierarchical detection; Feature learning; Hue-intensity-saturation BibRef

Nandyal, S.S.[Suvarna S.], Anami, B.S.[Basavaraj S.], Govardhan, A., Hiremath, P.S.,
A method for identification and classification of medicinal plant images based on level set segmentation and SVM classification,
IJCVR(3), No. 1-2, 2012, pp. 96-114.
DOI Link 1204
BibRef

Nandyal, S.S.[Suvarna S.], Anami, B.S.[Basavaraj S.], Govardhan, A.,
Base and apex angles and margin types-based identification and classification from medicinal plants' leaves images,
IJCVR(3), No. 3, 2013, pp. 197-224.
DOI Link 1309
BibRef

Hu, R., Jia, W., Ling, H., Huang, D.,
Multiscale Distance Matrix for Fast Plant Leaf Recognition,
IP(21), No. 11, November 2012, pp. 4667-4672.
IEEE DOI 1210
BibRef

Zhang, S.W.[Shan-Wen], Lei, Y.K.[Ying-Ke], Dong, T.B.[Tian-Bao], Zhang, X.P.[Xiao-Ping],
Label propagation based supervised locality projection analysis for plant leaf classification,
PR(46), No. 7, July 2013, pp. 1891-1897.
Elsevier DOI 1303
Label propagation; Warshall algorithm; Plant leaf classification; Supervised locality projection analysis (SLPA) BibRef

Bian, M.[Meng], Skidmore, A.K.[Andrew K.], Schlerf, M.[Martin], Wang, T.J.[Tie-Jun], Liu, Y.F.[Yan-Fang], Zeng, R.[Rong], Fei, T.[Teng],
Predicting foliar biochemistry of tea (Camellia sinensis) using reflectance spectra measured at powder, leaf and canopy levels,
PandRS(78), No. 1, April 2013, pp. 148-156.
Elsevier DOI 1304
Total tea polyphenols; Free amino acids; Soluble sugars; Tea quality; Field spectroscopy; Partial least squares regression BibRef

Cerutti, G.[Guillaume], Tougne, L.[Laure], Mille, J.[Julien], Vacavant, A.[Antoine], Coquin, D.[Didier],
Understanding leaves in natural images: A model-based approach for tree species identification,
CVIU(117), No. 10, 2013, pp. 1482-1501.
Elsevier DOI 1309
BibRef
Earlier: A1, A2, A4, A5, Only:
A Parametric Active Polygon for Leaf Segmentation and Shape Estimation,
ISVC11(I: 202-213).
Springer DOI 1109
Plant recognition BibRef

Soares, J.V.B.[João V. B.], Jacobs, D.W.[David W.],
Efficient segmentation of leaves in semi-controlled conditions,
MVA(24), No. 8, November 2013, pp. 1623-1643.
WWW Link. 1310
BibRef

Kumar, N.[Neeraj], Belhumeur, P.N.[Peter N.], Biswas, A.[Arijit], Jacobs, D.W.[David W.], Kress, W.J.[W. John], Lopez, I.C.[Ida C.], Soares, J.V.B.[João V. B.],
Leafsnap: A Computer Vision System for Automatic Plant Species Identification,
ECCV12(II: 502-516).
Springer DOI 1210
BibRef

Larese, M.G.[Mónica G.], Namías, R.[Rafael], Craviotto, R.M.[Roque M.], Arango, M.R.[Miriam R.], Gallo, C.[Carina], Granitto, P.M.[Pablo M.],
Automatic classification of legumes using leaf vein image features,
PR(47), No. 1, 2014, pp. 158-168.
Elsevier DOI 1310
Leaf vein features BibRef

Lei, Y.K.[Ying-Ke], Zou, J.W.[Ji-Wei], Dong, T.B.[Tian-Bao], You, Z.H.[Zhu-Hong], Yuan, Y.[Yuan], Hu, Y.H.[Yi-Hua],
Orthogonal locally discriminant spline embedding for plant leaf recognition,
CVIU(119), No. 1, 2014, pp. 116-126.
Elsevier DOI 1412
Plant leaf recognition BibRef

Kazmi, W.[Wajahat], Foix, S.[Sergi], Alenyà, G.[Guillem], Andersen, H.J.[Hans Jørgen],
Indoor and outdoor depth imaging of leaves with time-of-flight and stereo vision sensors: Analysis and comparison,
PandRS(88), No. 1, 2014, pp. 128-146.
Elsevier DOI 1412
Leaf imaging BibRef

Liang, J.[Jie], Zia, A., Zhou, J.[Jun], Sirault, X.,
3D Plant Modelling via Hyperspectral Imaging,
AccBio13(172-177)
IEEE DOI 1403
geophysical image processing BibRef

Yanikoglu, B.A., Aptoula, E., Tirkaz, C.,
Automatic plant identification from photographs,
MVA(25), No. 6, 2014, pp. 1369-1383.
WWW Link. 1408
BibRef
Earlier: A2, A1, Only:
Morphological features for leaf based plant recognition,
ICIP13(1496-1499)
IEEE DOI 1412
Plant recognition BibRef

Wang, B.[Bin], Gao, Y.S.[Yong-Sheng],
Hierarchical String Cuts: A Translation, Rotation, Scale, and Mirror Invariant Descriptor for Fast Shape Retrieval,
IP(23), No. 9, September 2014, pp. 4101-4111.
IEEE DOI 1410
BibRef
Earlier:
Fast and Effective Retrieval of Plant Leaf Shapes,
ACCV12(II:475-486).
Springer DOI 1304
computational geometry BibRef

Johansen, K.[Kasper], Sohlbach, M.[Malte], Sullivan, B.[Barry], Stringer, S.[Samantha], Peasley, D.[David], Phinn, S.[Stuart],
Mapping Banana Plants from High Spatial Resolution Orthophotos to Facilitate Plant Health Assessment,
RS(6), No. 9, 2014, pp. 8261-8286.
DOI Link 1410
BibRef

Cerutti, G.[Guillaume], Tougne, L.[Laure], Coquin, D.[Didier], Vacavant, A.[Antoine],
Leaf margins as sequences: A structural approach to leaf identification,
PRL(49), No. 1, 2014, pp. 177-184.
Elsevier DOI 1410
Leaf recognition BibRef

Kalyoncu, C.[Cem], Toygar, Ö.[Önsen],
Geometric leaf classification,
CVIU(133), No. 1, 2015, pp. 102-109.
Elsevier DOI 1502
Leaf classification BibRef

Grand-Brochier, M., Vacavant, A., Cerutti, G., Kurtz, C., Weber, J., Tougne, L.,
Tree Leaves Extraction in Natural Images: Comparative Study of Preprocessing Tools and Segmentation Methods,
IP(24), No. 5, May 2015, pp. 1549-1560.
IEEE DOI 1504
biology computing BibRef

Chaki, J.[Jyotismita], Parekh, R.[Ranjan], Bhattacharya, S.[Samar],
Plant leaf recognition using texture and shape features with neural classifiers,
PRL(58), No. 1, 2015, pp. 61-68.
Elsevier DOI 1505
Gabor filter BibRef

Zhao, C.[Cong], Chan, S.S.F.[Sharon S.F.], Cham, W.K.[Wai-Kuen], Chu, L.M.,
Plant identification using leaf shapes: A pattern counting approach,
PR(48), No. 10, 2015, pp. 3203-3215.
Elsevier DOI 1507
Plant identification BibRef

Prasad, S.[Shitala], Peddoju, S.K.[Sateesh K.], Ghosh, D.[Debashis],
Multi-resolution mobile vision system for plant leaf disease diagnosis,
SIViP(10), No. 1, February 2016, pp. 379-388.
WWW Link. 1601
BibRef

Scharr, H.[Hanno], Minervini, M.[Massimo], French, A.P.[Andrew P.], Klukas, C.[Christian], Kramer, D.M.[David M.], Liu, X.M.[Xiao-Ming], Luengo, I.[Imanol], Pape, J.M.[Jean-Michel], Polder, G.[Gerrit], Vukadinovic, D.[Danijela], Yin, X.[Xi], Tsaftaris, S.A.[Sotirios A.],
Leaf segmentation in plant phenotyping: a collation study,
MVA(27), No. 4, May 2016, pp. 585-606.
Springer DOI 1605
BibRef

Chéné, Y.[Yann], Rousseau, D.[David], Belin, É.[Étienne], Garbez, M.[Morgan], Galopin, G.[Gilles], Chapeau-Blondeau, F.[François],
Shape descriptors to characterize the shoot of entire plant from multiple side views of a motorized depth sensor,
MVA(27), No. 4, May 2016, pp. 447-461.
Springer DOI 1605
BibRef

Larese, M.G.[Mónica G.], Granitto, P.M.[Pablo M.],
Finding local leaf vein patterns for legume characterization and classification,
MVA(27), No. 5, July 2016, pp. 709-720.
Springer DOI 1608
BibRef
Earlier:
Hybrid Consensus Learning for Legume Species and Cultivars Classification,
PlantType14(201-214).
Springer DOI 1504
BibRef

Tomar, D.[Divya], Agarwal, S.[Sonali],
Leaf Recognition for Plant Classification Using Direct Acyclic Graph Based Multi-Class Least Squares Twin Support Vector Machine,
IJIG(16), No. 03, 2016, pp. 1650012.
DOI Link 1608
BibRef

Champ, J.[Julien], Lorieul, T.[Titouan], Bonnet, P.[Pierre], Maghnaoui, N.[Najate], Sereno, C.[Christophe], Dessup, T.[Thierry], Boursiquot, J.M.[Jean-Michel], Audeguin, L.[Laurent], Lacombe, T.[Thierry], Joly, A.[Alexis],
Categorizing plant images at the variety level: Did you say fine-grained?,
PRL(81), No. 1, 2016, pp. 71-79.
Elsevier DOI 1609
Fine grained classification BibRef

Faria, F.A.[Fabio A.], Almeida, J.[Jurandy], Alberton, B.C.[Bruna C.], Morellato, L.P.C.[Leonor Patricia C.], da Silva Torres, R.[Ricardo],
Fusion of time series representations for plant recognition in phenology studies,
PRL(83, Part 2), No. 1, 2016, pp. 205-214.
Elsevier DOI 1609
Plant species identification BibRef

Almeida, J.[Jurandy], dos Santos, J.A.[Jefersson A.], Alberton, B.C.[Bruna C.], Morellato, L.P.C.[Leonor Patricia C.], da Silva Torres, R.[Ricardo],
Phenological visual rhythms: Compact representations for fine-grained plant species identification,
PRL(81), No. 1, 2016, pp. 90-100.
Elsevier DOI 1609
BibRef
Earlier:
Visual rhythm-based time series analysis for phenology studies,
ICIP13(4412-4416)
IEEE DOI 1412
Plant phenology. Remote phenology BibRef

Faria, F.A.[Fabio A.], Almeida, J.[Jurandy], Alberton, B.[Bruna], Morellato, L.P.C.[Leonor Patricia C.], Rocha, A.[Anderson], da Silva Torres, R.[Ricardo],
Time series-based classifier fusion for fine-grained plant species recognition,
PRL(81), No. 1, 2016, pp. 101-109.
Elsevier DOI 1609
Plant species identification BibRef

Rouahi, H.[Hibat'Allah], Mtibaa, R.[Riadh], Zagrouba, E.[Ezzeddine],
Bayesian Approach in Kendall Shape Space for Plant Species Classification,
IbPRIA17(322-331).
Springer DOI 1706
BibRef

Lee, S.H.[Sue Han], Chan, C.S.[Chee Seng], Mayo, S.J.[Simon Joseph], Remagnino, P.[Paolo],
How deep learning extracts and learns leaf features for plant classification,
PR(71), No. 1, 2017, pp. 1-13.
Elsevier DOI 1707
Plant, recognition BibRef

Lee, S.H.[Sue Han], Chan, C.S.[Chee Seng], Remagnino, P.[Paolo],
Multi-Organ Plant Classification Based on Convolutional and Recurrent Neural Networks,
IP(27), No. 9, September 2018, pp. 4287-4301.
IEEE DOI 1807
biology computing, data visualisation, feature extraction, image classification, learning (artificial intelligence), deep learning BibRef

Lee, S.H.[Sue Han], Chang, Y.L., Chan, C.S.[Chee Seng], Remagnino, P.[Paolo],
HGO-CNN: Hybrid generic-organ convolutional neural network for multi-organ plant classification,
ICIP17(4462-4466)
IEEE DOI 1803
Correlation, Feature extraction, Machine learning, Measurement, Task analysis, Training, deep learning BibRef

Lee, S.H.[Sue Han], Chan, C.S.[Chee Seng], Wilkin, P.[Paul], Remagnino, P.[Paolo],
Deep-plant: Plant identification with convolutional neural networks,
ICIP15(452-456)
IEEE DOI 1512
deep learning;feature visualisation;plant classification BibRef

Reichmuth, A.[Anne], Henning, L.[Lea], Pinnel, N.[Nicole], Bachmann, M.[Martin], Rogge, D.[Derek],
Early Detection of Vitality Changes of Multi-Temporal Norway Spruce Laboratory Needle Measurements: The Ring-Barking Experiment,
RS(10), No. 1, 2018, pp. xx-yy.
DOI Link 1802
BibRef

Yin, X.[Xi], Liu, X.M.[Xiao-Ming], Chen, J.[Jin], Kramer, D.M.[David M.],
Joint Multi-Leaf Segmentation, Alignment, and Tracking for Fluorescence Plant Videos,
PAMI(40), No. 6, June 2018, pp. 1411-1423.
IEEE DOI 1805
BibRef
Earlier:
Multi-leaf tracking from fluorescence plant videos,
ICIP14(408-412)
IEEE DOI 1502
BibRef
And:
Multi-leaf alignment from fluorescence plant images,
WACV14(437-444)
IEEE DOI 1406
Image edge detection, Image segmentation, Optimization, Prediction algorithms, Predictive models, Shape, Videos, Arabidopsis, tracking Computational modeling. BibRef

Hu, J., Chen, Z., Yang, M., Zhang, R., Cui, Y.,
A Multiscale Fusion Convolutional Neural Network for Plant Leaf Recognition,
SPLetters(25), No. 6, June 2018, pp. 853-857.
IEEE DOI 1806
biology computing, botany, convolution, feature extraction, feedforward neural nets, image recognition, image resolution, plant leaf recognition BibRef

Pereira, C.S.[Carlos S.], Morais, R., Reis, M.J.C.S.,
Pixel-Based Leaf Segmentation from Natural Vineyard Images Using Color Model and Threshold Techniques,
ICIAR18(96-106).
Springer DOI 1807
BibRef

Li, Y., Su, Y., Hu, T., Xu, G., Guo, Q.,
Retrieving 2-D Leaf Angle Distributions for Deciduous Trees From Terrestrial Laser Scanner Data,
GeoRS(56), No. 8, August 2018, pp. 4945-4955.
IEEE DOI 1808
geophysical image processing, geophysical techniques, image segmentation, optical scanners, vegetation, terrestrial laser scanner (TLS) BibRef

Zhou, C.[Chao], Chen, S.[Shengbo], Zhang, Y.[Yuanzhi], Zhao, J.H.[Jian-Hua], Song, D.[Derui], Liu, D.[Dawei],
Evaluating Metal Effects on the Reflectance Spectra of Plant Leaves during Different Seasons in Post-Mining Areas, China,
RS(10), No. 8, 2018, pp. xx-yy.
DOI Link 1809
BibRef


Ni, F., Wang, B.,
Integral Contour Angle: An Invariant Shape Descriptor for Classification and Retrieval of Leaf Images,
ICIP18(1223-1227)
IEEE DOI 1809
Shape, Feature extraction, Image retrieval, Task analysis, Image color analysis, Computer vision, Shape measurement, leaf identification BibRef

Gélard, W., Herbulot, A., Devy, M., Casadebaig, P.,
3D Leaf Tracking for Plant Growth Monitoring,
ICIP18(3663-3667)
IEEE DOI 1809
Labeling, Monitoring, Spirals, Stress, Motion segmentation, Biomedical monitoring, 3D leaf tracking, Sunflower plants BibRef

Chaisuk, P., Phromsuthirak, K., Areekul, V.,
Leaf classification based on a quadratic curved axis,
ICIP17(4472-4476)
IEEE DOI 1803
Classification algorithms, Databases, Feature extraction, Measurement, Reliability, Shape, Strain, Leaf classification, Plant identification BibRef

Chen, Y., Ribera, J., Boomsma, C., Delp, E.J.,
Plant leaf segmentation for estimating phenotypic traits,
ICIP17(3884-3888)
IEEE DOI 1803
Agriculture, Image color analysis, Image segmentation, Imaging, Indexes, Shape, Unmanned aerial vehicles, color image processing, segmentation BibRef

Shah, M.P., Singha, S., Awate, S.P.,
Leaf classification using marginalized shape context and shape-texture dual-path deep convolutional neural network,
ICIP17(860-864)
IEEE DOI 1803
Computer architecture, Convolutional neural networks, Image color analysis, Robustness, Shape, Support vector machines, texture BibRef

Alves, D.H.A.[Daniel H. A.], Galonetti, L.F.[Luís F.], de Oliveira, C.[Claiton], Bugatti, P.H.[Pedro H.], Saito, P.T.M.[Priscila T. M.],
Going Deeper on BioImages Classification: A Plant Leaf Dataset Case Study,
CIARP17(36-44).
Springer DOI 1802
BibRef

Beardsley, P., Chaurasia, G.,
Editable Parametric Dense Foliage from 3D Capture,
ICCV17(5315-5324)
IEEE DOI 1802
image colour analysis, image reconstruction, image segmentation, solid modelling, 3d capture, Bezier patches, Bezier representation, BibRef

Dobrescu, A., Giuffrida, M.V., Tsaftaris, S.A.,
Leveraging Multiple Datasets for Deep Leaf Counting,
CVPPP17(2072-2079)
IEEE DOI 1802
Computer vision, Conferences, Image segmentation, Machine learning, Shape, Testing, Training BibRef

Aich, S., Stavness, I.,
Leaf Counting with Deep Convolutional and Deconvolutional Networks,
CVPPP17(2080-2089)
IEEE DOI 1802
Computer architecture, Computer vision, Data models, Image segmentation, Manuals, Training BibRef

Gélard, W.[William], Herbulot, A.[Ariane], Devy, M.[Michel], Debaeke, P.[Philippe], McCormick, R.F.[Ryan F.], Truong, S.K.[Sandra K.], Mullet, J.[John],
Leaves Segmentation in 3D Point Cloud,
ACIVS17(664-674).
Springer DOI 1712
BibRef

Wang, B., Gao, Y., Sun, C., Blumenstein, M., Salle, J.L.,
Can Walking and Measuring Along Chord Bunches Better Describe Leaf Shapes?,
CVPR17(2047-2056)
IEEE DOI 1711
Feature extraction, Legged locomotion, Mirrors, Shape, Shape measurement, Transforms BibRef

Du, M.J.[Meng-Jie], Zheng, J.,
Measurement of classify typical planting medicinal Fritillaria Pallidiflora Schrenk with WorldView-2 extraction problem imagery,
ICIVC17(808-811)
IEEE DOI 1708
Biomedical monitoring, Biomedical optical imaging, Monitoring, Optical sensors, Principal component analysis, Standards, WorldView-2, classification, fritillaria pallidiflora schrenk, object-oriented, texture feature, traditional, Chinese, medicine BibRef

Brattland, V.[Vegard], Austvoll, I.[Ivar], Ruoff, P.[Peter], Drengstig, T.[Tormod],
Image Processing of Leaf Movements in Mimosa pudica,
SCIA17(I: 77-87).
Springer DOI 1706
BibRef

Ameur, R.B., Valet, L., Coquin, D.,
Sub-classification strategies for tree species recognition,
ICPR16(2139-2144)
IEEE DOI 1705
Adaptive systems, Context, Databases, Pattern recognition, Shape, Silicon, Vegetation BibRef

Olivares, L., Victorino, J., Gómez, F.,
Automatic leaf shape category discovery,
ICPR16(1023-1028)
IEEE DOI 1705
Biology, Databases, Harmonic analysis, Kernel, Manuals, Shape, Visualization, Adaptive mean shift, Leaf shape, Visual, category, discovery BibRef

Frolov, K., Fripp, J., Nguyen, C.V., Furbank, R., Bull, G., Kuffner, P., Daily, H., Sirault, X.,
Automated Plant and Leaf Separation: Application in 3D Meshes of Wheat Plants,
DICTA16(1-7)
IEEE DOI 1701
Cameras BibRef

Yu, X., Xiong, S., Gao, Y., Zhao, Y., Yuan, X.,
Multiscale Crossing Representation Using Combined Feature of Contour and Venation for Leaf Image Identification,
DICTA16(1-6)
IEEE DOI 1701
Feature extraction BibRef

Siravenha, A.C., Carvalho, S.R.,
Plant Classification from Leaf Textures,
DICTA16(1-8)
IEEE DOI 1701
Data mining BibRef

Yu, X.H.[Xiao-Han], Xiong, S.W.[Sheng-Wu], Gao, Y.,
Leaf image retrieval using combined feature of vein and contour,
ICVNZ15(1-6)
IEEE DOI 1701
feature extraction BibRef

Romera-Paredes, B.[Bernardino], Torr, P.H.S.[Philip Hilaire Sean],
Recurrent Instance Segmentation,
ECCV16(VI: 312-329).
Springer DOI 1611
Recurrent NN sequentially find objects. BibRef

Putzu, L.[Lorenzo], Di Ruberto, C.[Cecilia], Fenu, G.[Gianni],
A Mobile Application for Leaf Detection in Complex Background Using Saliency Maps,
ACIVS16(570-581).
Springer DOI 1611
BibRef

El Massi, I., Es-Saady, Y., El Yassa, M., Mammass, D., Benazoun, A.,
Automatic Recognition of the Damages and Symptoms on Plant Leaves Using Parallel Combination of Two Classifiers,
CGiV16(131-136)
IEEE DOI 1608
botany BibRef

Kala, J.R.[Jules Raymond], Viriri, S.[Serestina], Moodley, D.[Deshendran],
Leaf Classification Using Convexity Moments of Polygons,
ISVC16(II: 330-339).
Springer DOI 1701
BibRef

Kala, J.R.[Jules Raymond], Viriri, S.[Serestina], Moodley, D.[Deshendran], Tapamo, J.R.[Jules Raymond],
Leaf Classification Using Convexity Measure of Polygons,
ICISP16(51-60).
WWW Link. 1606
BibRef

El Massi, I.[Ismail], Es-Saady, Y.[Youssef], El Yassa, M.[Mostafa], Mammass, D.[Driss], Benazoun, A.[Abdeslam],
A Hybrid Combination of Multiple SVM Classifiers for Automatic Recognition of the Damages and Symptoms on Plant Leaves,
ICISP16(40-50).
WWW Link. 1606
BibRef

Olsen, A., Han, S., Calvert, B., Ridd, P., Kenny, O.,
In Situ Leaf Classification Using Histograms of Oriented Gradients,
DICTA15(1-8)
IEEE DOI 1603
biology computing BibRef

Rousseau, D.[David], Van de Zedde, H.J.[Henricus J.],
Counting leaves without 'finger-counting' by supervised multiscale frequency analysis of depth images from top view,
CVPPP15(xx-yy).
DOI Link 1601
BibRef

Giuffrida, M.V.[Mario Valerio], Minervini, M.[Massimo], Tsaftaris, S.[Sotirios],
Learning to Count Leaves in Rosette Plants,
CVPPP15(xx-yy).
DOI Link 1601
BibRef

Simek, K.[Kyle], Barnard, K.[Kobus],
Gaussian Process Shape Models for Bayesian Segmentation of Plant Leaves,
CVPPP15(xx-yy).
DOI Link 1601
BibRef

Buoncompagni, S.[Simone], Maio, D.[Dario], Lepetit, V.[Vincent],
Leaf Segmentation under Loosely Controlled Conditions,
BMVC15(xx-yy).
DOI Link 1601
BibRef

Pape, J.M.[Jean-Michel], Klukas, C.[Christian],
Utilizing machine learning approaches to improve the prediction of leaf counts and individual leaf segmentation of rosette plant images,
CVPPP15(xx-yy).
DOI Link 1601
BibRef

Minervini, M.[Massimo], Giuffrida, M.V.[Mario Valerio], Tsaftaris, S.[Sotirios],
An interactive tool for semi-automated leaf annotation,
CVPPP15(xx-yy).
DOI Link 1601
BibRef

Escobar, M.[María], Berdugo, M.[Mary], Rangel-Ch, O.[Orlando], Gómez, F.[Francisco],
Inferring Leaf Blade Development from Examples,
CIARP15(27-34).
Springer DOI 1511
BibRef

Oncevay-Marcos, A.[Arturo], Juarez-Chambi, R.[Ronald], Khlebnikov-Núñez, S.[Sofía], Beltrán-Castañón, C.[César],
Leaf-Based Plant Identification Through Morphological Characterization in Digital Images,
CAIP15(II:326-335).
Springer DOI 1511
BibRef

Redolfi, J.A.[Javier A.], Sánchez, J.A.[Jorge A.], Pucheta, J.A.[Julián A.],
Fisher Vectors for Leaf Image Classification: An Experimental Evaluation,
CIARP15(298-305).
Springer DOI 1511
BibRef

Saitoh, T.[Takeshi], Iwata, T.[Toshihiro], Wakisaka, K.[Kentaro],
OKIRAKU search: Leaf images based visual tree search system,
MVA15(242-245)
IEEE DOI 1507
Feature extraction BibRef

Zhao, Z.Q.[Zhong-Qiu], Xie, B.J.[Bao-Jian], Cheung, Y.M.[Yiu-Ming], Wu, X.D.[Xin-Dong],
Plant Leaf Identification via a Growing Convolution Neural Network with Progressive Sample Learning,
ACCV14(II: 348-361).
Springer DOI 1504
BibRef

Augustin, M.[Marco], Haxhimusa, Y.[Yll], Busch, W.[Wolfgang], Kropatsch, W.G.[Walter G.],
Image-Based Phenotyping of the Mature Arabidopsis Shoot System,
PlantType14(231-246).
Springer DOI 1504
BibRef

Sulc, M.[Milan], Matas, J.[Jiri],
Texture-Based Leaf Identification,
PlantType14(185-200).
Springer DOI 1504
BibRef

Sulc, M.[Milan], Matas, J.[Jiri],
Fast Features Invariant to Rotation and Scale of Texture,
CVLBP14(47-62).
Springer DOI 1504
BibRef

Pape, J.M.[Jean-Michel], Klukas, C.[Christian],
3-D Histogram-Based Segmentation and Leaf Detection for Rosette Plants,
PlantType14(61-74).
Springer DOI 1504
BibRef

Le, T.L.[Thi-Lan], Tran, D.T.[Duc-Tuan], Pham, N.H.[Ngoc-Hai],
Kernel descriptor based plant leaf identification,
IPTA14(1-5)
IEEE DOI 1503
biology computing BibRef

Leemans, V., Dumont, B., Destain, M.F.,
Assessment of plant leaf area measurement by using stereo-vision,
IC3D13(1-5)
IEEE DOI 1503
area measurement BibRef

Hall, D.[David], McCool, C.[Chris], Dayoub, F.[Feras], Sunderhauf, N.[Niko], Upcroft, B.[Ben],
Evaluation of Features for Leaf Classification in Challenging Conditions,
WACV15(797-804)
IEEE DOI 1503
Accuracy BibRef

Liu, H., Coquin, D., Valet, L., Cerutti, G.,
Leaf Species Classification Based on a Botanical Shape Sub-classifier Strategy,
ICPR14(1496-1501)
IEEE DOI 1412
Decision trees BibRef

Yadav, A.R., Dewal, M.L., Anand, R.S., Gupta, S.,
Classification of hardwood species using ANN classifier,
NCVPRIPG13(1-5)
IEEE DOI 1408
Gabor filters BibRef

de M. Sá Junior, J.J.[Jarbas J.], Backes, A.R.[André R.],
Plant Leaf Classification Using Color on a Gravitational Approach,
CAIP13(II:258-265).
Springer DOI 1311
BibRef

Díaz, G.[Gloria], Romero, E.[Eduardo], Boyero, J.R.[Juan R.], Malpica, N.[Norberto],
Recognition and Quantification of Area Damaged by Oligonychus Perseae in Avocado Leaves,
CIARP09(677-684).
Springer DOI 0911
BibRef

Winberg, S., Katz, S., Mishra, A.K.,
Fynbos leaf online plant recognition application,
NCVPRIPG13(1-4)
IEEE DOI 1408
automatic optical inspection BibRef

Vu, H.[Hai], Le, T.L.[Thi-Lan], Tran, T.H.[Thanh-Hai], Nguyen, T.T.[Thuy Thi],
A vision-based method for automatizing tea shoots detection,
ICIP13(3775-3779)
IEEE DOI 1412
BibRef

Kurtek, S.[Sebastian], Laga, H.[Hamid], Xie, Q.[Qian],
Elastic Shape Analysis of Boundaries of Planar Objects with Multiple Components and Arbitrary Topologies,
ACCV14(II: 424-439).
Springer DOI 1504
BibRef

Laga, H.[Hamid], Kurtek, S.[Sebastian], Srivastava, A.[Anuj], Miklavcic, S.J.[Stanley J.],
Statistical shape models of plant leaves,
ICIP13(3503-3507)
IEEE DOI 1412
Karcher mean;Shape space BibRef

Cerutti, G.[Guillaume], Tougne, L.[Laure], Mille, J.[Julien], Vacavant, A.[Antoine], Coquin, D.[Didier],
A model-based approach for compound leaves understanding and identification,
ICIP13(1471-1475)
IEEE DOI 1412
active contours BibRef

Wang, B.[Bin], Brown, D.[Douglas], Gao, Y.S.[Yong-Sheng], La Salle, J.[John],
Mobile plant leaf identification using smart-phones,
ICIP13(4417-4421)
IEEE DOI 1412
leaf image retrieval BibRef

de M. Sá Junior, J.J.[Jarbas J.], Backes, A.R.[André R.],
Gravitational Based Texture Roughness for Plant Leaf Identification,
CAIP13(II:416-423).
Springer DOI 1311
BibRef

Guénard, J.[Jérôme], Morin, G.[Géraldine], Boudon, F.[Frédéric], Charvillat, V.[Vincent],
Reconstructing Plants in 3D from a Single Image Using Analysis-by-Synthesis,
ISVC13(I:322-332).
Springer DOI 1310
BibRef

Caglayan, A.[Ali], Can, A.B.[Ahmet Burak],
An Empirical Analysis of Deep Feature Learning for RGB-D Object Recognition,
ICIAR17(312-320).
Springer DOI 1706
BibRef
And:
3D convolutional object recognition using volumetric representations of depth data,
MVA17(125-128)
DOI Link 1708
Data models, Feature extraction, Iris recognition, Neural networks, Object recognition, Solid modeling. BibRef

Caglayan, A.[Ali], Guclu, O.[Oguzhan], Can, A.B.[Ahmet Burak],
A Plant Recognition Approach Using Shape and Color Features in Leaf Images,
CIAP13(II:161-170).
Springer DOI 1309
BibRef

Suk, T.[Tomáš], Flusser, J.[Jan], Novotný, P.[Petr],
Comparison of Leaf Recognition by Moments and Fourier Descriptors,
CAIP13(221-228).
Springer DOI 1308
See also Recognition of Blurred Images by the Method of Moments. See also Pattern Recognition by Affine Moment Invariants. BibRef

Silva, P.F.B.[Pedro F. B.], Marçal, A.R.S.[André R. S.], Almeida da Silva, R.M.[Rubim M.],
Evaluation of Features for Leaf Discrimination,
ICIAR13(197-204).
Springer DOI 1307
BibRef

Mouine, S.[Sofiene], Yahiaoui, I.[Itheri], Verroust-Blondet, A.[Anne],
Combining Leaf Salient Points and Leaf Contour Descriptions for Plant Species Recognition,
ICIAR13(205-214).
Springer DOI 1307
BibRef

Laga, H., Kurtek, S., Srivastava, A., Golzarian, M., Miklavcic, S.J.,
A Riemannian Elastic Metric for Shape-Based Plant Leaf Classification,
DICTA12(1-7).
IEEE DOI 1303
BibRef

Mzoughi, O.[Olfa], Yahiaoui, I.[Itheri], Boujemaa, N.[Nozha],
Petiole shape detection for advanced leaf identification,
ICIP12(1033-1036).
IEEE DOI 1302
BibRef

Gopal, A, Reddy, S.P.[S. Prudhveeswar], Gayatri, V.,
Classification of selected medicinal plants leaf using image processing,
IMVIP12(5-8).
IEEE DOI 1302
BibRef

Kajiyama, T.[Tomoko],
Botanical data retrieval system supporting discovery learning,
ICMR11(36).
DOI Link 1301
'Concentric Ring View' for multi-faceted metadata. BibRef

Mzoughi, O.[Olfa], Yahiaoui, I.[Itheri], Boujemaa, N.[Nozha], Zagrouba, E.[Ezzeddine],
Advanced tree species identification using multiple leaf parts image queries,
ICIP13(3967-3971)
IEEE DOI 1412
Plant identification BibRef

Mouine, S.[Sofiene], Yahiaoui, I.[Itheri], Verroust-Blondet, A.[Anne],
Plant species recognition using spatial correlation between the leaf margin and the leaf salient points,
ICIP13(1466-1470)
IEEE DOI 1412
BibRef
Earlier:
Advanced shape context for plant species identification using leaf image retrieval,
ICMR12(49).
DOI Link 1301
Plant species identification. local and shape-based features BibRef

Larese, M.G.[Mónica G.], Craviotto, R.M.[Roque M.], Arango, M.R.[Miriam R.], Gallo, C.[Carina], Granitto, P.M.[Pablo M.],
Legume Identification by Leaf Vein Images Classification,
CIARP12(447-454).
Springer DOI 1209
BibRef

Cope, J.S.[James S.], Remagnino, P.[Paolo],
Classifying Plant Leaves from Their Margins Using Dynamic Time Warping,
ACIVS12(258-267).
Springer DOI 1209
BibRef

Mzoughi, O.[Olfa], Yahiaoui, I.[Itheri], Boujemaa, N.[Nozha],
Extraction of Leaf Parts by Image Analysis,
ICIAR12(I: 348-358).
Springer DOI 1206
BibRef

Venkatesh, S.K., Raghavendra, R.,
Local Gabor Phase Quantization Scheme for Robust Leaf Classification,
NCVPRIPG11(211-214).
IEEE DOI 1205
BibRef

Wang, Z.Y.[Zhi-Yong], Lu, B.[Bin], Chi, Z.[Zheru], Feng, D.[Dagan],
Leaf Image Classification with Shape Context and SIFT Descriptors,
DICTA11(650-654).
IEEE DOI 1205
BibRef

Dey, D.[Debadeepta], Mummert, L.[Lily], Sukthankar, R.[Rahul],
Classification of plant structures from uncalibrated image sequences,
WACV12(329-336).
IEEE DOI 1203
fine-scale plant structure in 3D point clouds. To estimate crop yield in growing season. BibRef

Souza, T.L.G.[Thiago L.G.], Mapa, E.S.[Eduardo S.], dos Santos, K.[Kayran], Menotti, D.[David],
Application of complex networks for automatic classification of damaging agents in soybean leaflets,
ICIP11(1065-1068).
IEEE DOI 1201
BibRef

Singh, K.[Krishna], Gupta, I.[Indra], Gupta, S.[Sangeeta],
Classification of bamboo plant based on digital image processing by Central moment,
ICIIP11(1-5).
IEEE DOI 1112
BibRef

Shivling, V.D., Singla, A.[Ajay], Ghanshyam, C., Kapur, P.[Pawan], Gupta, S.[Savita],
Plant leaf imaging technique for agronomy,
ICIIP11(1-5).
IEEE DOI 1112
BibRef

Pang, J.[Jun], Bai, Z.Y.[Zhong-Ying], Lai, J.C.[Jun-Chen], Li, S.K.[Shao-Kun],
Automatic segmentation of crop leaf spot disease images by integrating local threshold and seeded region growing,
IASP11(590-594).
IEEE DOI 1112
BibRef

de Vylder, J.[Jonas], Ochoa, D.[Daniel], Philips, W.[Wilfried], Chaerle, L.[Laury], Van Der Straeten, D.[Dominique],
Leaf Segmentation and Tracking Using Probabilistic Parametric Active Contours,
MIRAGE11(75-85).
Springer DOI 1110
BibRef

de Vylder, J.[Jonas], Aelterman, J.[Jan], Philips, W.[Wilfried],
Robust Active Contour Segmentation with an Efficient Global Optimizer,
ACIVS11(195-206).
Springer DOI 1108
BibRef

de Vylder, J.[Jonas], Douterloigne, K.[Koen], Philips, W.[Wilfried],
A Fast External Force Field for Parametric Active Contour Segmentation,
ACIVS10(I: 125-134).
Springer DOI 1012
BibRef

de Vylder, J.[Jonas], Philips, W.[Wilfried],
A computational efficient external energy for active contour segmentation using edge propagation,
ICIP10(661-664).
IEEE DOI 1009
BibRef

Beghin, T.[Thibaut], Cope, J.S.[James S.], Remagnino, P.[Paolo], Barman, S.[Sarah],
Shape and Texture Based Plant Leaf Classification,
ACIVS10(II: 345-353).
Springer DOI 1012
BibRef

Cope, J.S.[James S.], Remagnino, P.[Paolo], Barman, S.[Sarah], Wilkin, P.[Paul],
Plant Texture Classification Using Gabor Co-occurrences,
ISVC10(II: 669-677).
Springer DOI 1011
BibRef

Cope, J.S.[James S.], Remagnino, P.[Paolo], Barman, S.[Sarah], Wilkin, P.[Paul],
The Extraction of Venation from Leaf Images by Evolved Vein Classifiers and Ant Colony Algorithms,
ACIVS10(I: 135-144).
Springer DOI 1012
BibRef

Caballero, C.[Carlos], Aranda, M.C.[M. Carmen],
Plant species identification using leaf image retrieval,
CIVR10(327-334).
DOI Link 1007
BibRef

Tang, X.D.[Xiao-Dong], Liu, M.H.[Man-Hua], Zhao, H.[Hui], Tao, W.[Wei],
Leaf Extraction from Complicated Background,
CISP09(1-5).
IEEE DOI 0910
BibRef

Jin, W.B.[Wen-Biao], Gu, W.Z.[Wen-Zhe], Zhang, Z.F.[Zhi-Feng],
An Improved Method for Modeling of Leaf Venation Patterns,
CISP09(1-5).
IEEE DOI 0910
BibRef

Teng, C.H.[Chin-Hung], Kuo, Y.T.[Yi-Ting], Chen, Y.S.[Yung-Sheng],
Leaf Segmentation, Its 3D Position Estimation and Leaf Classification from a Few Images with Very Close Viewpoints,
ICIAR09(937-946).
Springer DOI 0907
BibRef

Ma, W.[Wei], Zha, H.B.[Hong-Bin], Liu, J.[Jia], Zhang, X.P.[Xiao-Peng], Xiang, B.[Bo],
Image-based plant modeling by knowing leaves from their apexes,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Zhang, Y.H.[Yin-Hui], Zhang, Y.S.[Yun-Sheng], He, Z.F.[Zi-Fen], Tang, X.Y.[Xiang-Yang],
Automatic Inspection of Tobacco Leaves Based on MRF Image Model,
ISVC07(II: 662-670).
Springer DOI 0711
BibRef

Clarke, J.[James], Barman, S.[Sarah], Remagnino, P.[Paolo], Bailey, K.[Ken], Kirkup, D.[Don], Mayo, S.[Simon], Wilkin, P.[Paul],
Venation Pattern Analysis of Leaf Images,
ISVC06(II: 427-436).
Springer DOI 0611
BibRef

Moeslund, T.B.[Thomas B.], Aagaard, M.[Michael], Lerche, D.[Dennis],
3D Pose Estimation of Cactus Leaves using an Active Shape Model,
WACV05(I: 468-473).
IEEE DOI 0502
BibRef

Kunii, T.L.[Tosiyasu L.], Im, C.[Cholhong], Nishida, H.[Hirobumi],
Recognizing Plant Species by Leaf Shapes: A Case Study of the Acer Family,
ICPR98(Vol II: 1171-1173).
IEEE DOI 9808
BibRef

Im, C., Nishida, H., Kunii, T.L.,
A Hierarchical Method of Recognizing Plant Species by Leaf Shapes,
MVA98(xx-yy). BibRef 9800

Chapter on Implementations and Applications, Databases, QBIC, Video Analysis, Hardware and Software, Inspection continues in
Plankton Analysis, Extraction, Features, Small Scale and Large Scale .


Last update:Nov 17, 2018 at 09:12:27