Table 1 Summarization of the proposals
From: Digital image processing techniques for detecting, quantifying and classifying plant diseases
Proposal | Type | Main tool | Culture |
|---|---|---|---|
Abdullah et al. (2007) | Detection | Neural networks | Rubber tree |
Al Bashish et al. (2010) | Classification | Neural networks | N/A |
Anthonys and Wickramarachchi (2009) | Classification | Membership function | Rice |
Berner and Paxson (2003) | Quantification | 3rd party package | Yellow starthistle |
Bock et al. (2008) | Quantification | 3rd party package | Grapefruit |
Bock et al. (2009) | Quantification | 3rd party package | Grapefruit |
Boese et al. (2008) | Quantification | Color analysis | Eelgrass |
Boissard et al. (2008) | Quantification | Knowledge-based | Roses |
Camargo and Smith (2009a) | Quantification | Thresholding | Banana, maize, soy, alfalfa, cotton |
Camargo and Smith (2009b) | Classification | SVM | Cotton |
Coninck et al. (2012) | Quantification | 3rd party package | Sugar beet |
Contreras-Medina et al. (2012) | Quantification | Color analysis | Pumpkin, pepper, bean |
Goodwin and Hsiang (2010) | Quantification | 3rd party package | Lilies, apple tree |
| Â | Â | Â | phlox and golden rod |
Hairuddin et al. (2011) | Classification | Fuzzy logic | Oil palm |
Hetzroni et al. (1994) | Classification | Neural networks | Lettuce |
Huang (2007) | Classification | Neural networks | Orchid |
Jian and Wei (2010) | Classification | SVM | Cucumber |
Kai et al. (2011) | Classification | Neural networks | Maize |
Kurniawati et al. (2009a) | Classification | Feature-based rules | Rice |
Kurniawati et al. (2009b) | Classification | Feature-based rules | Rice |
Lindow and Webb (1983) | Quantification | Thresholding | Sycamore, fern, tomato, buckeye |
Lloret et al. (2011) | Quantification | Thresholding | Grapes |
Macedo-Cruz et al. (2011) | Quantification | Thresholding | Oat |
Martin and Rybicki (1998) | Quantification | Thresholding | Maize |
Meunkaewjinda et al. (2008) | Classification | SVM | Grapes |
Moya et al. (2005) | Quantification | 3rd party package | Squash |
Olmstead et al. (2001) | Quantification | 3rd party package | Cherry |
Pagola et al. (2009) | Quantification | Color analysis | Barley |
Pang et al. (2011) | Quantification | Region growing | Maize |
Patil and Bodhe (2011) | Quantification | Thresholding | Sugar cane |
Peressotti et al. (2011) | Quantification | 3rd party package | Grapes |
Phadikar and Sil (2008) | Classification | Self organizing maps | Rice |
Price et al. (1993) | Quantification | Thresholding | Coffee |
Pugoy and Mariano (2011) | Classification | Color analysis | Rice |
Pydipati et al. (2005) | Classification | Neural networks | Orange |
Pydipati et al. (2006) | Classification | Self organizing maps | Orange |
Sannakki et al. (2011) | Quantification | Fuzzy logic | Pomegranate |
Sanyal et al. (2007) | Classification | Neural networks | Rice |
Sanyal and Patel (2008) | Classification | Neural networks | Rice |
Sekulska-Nalewajko and Goclawski (2011) | Quantification | Fuzzy logic | Pumpkin, cucumber |
Sena Jr et al. (2003) | Detection | Thresholding | Maize |
Skaloudova et al. (2006) | Quantification | Thresholding | Bean |
Story et al. (2010) | Detection | Dual-segmented regression analysis | Lettuce |
Tucker and Chakraborty (1997) | Quantification | Thresholding | Oat, sunflower |
Wang et al. (2012) | Classification | Neural networks | Grapes, wheat |
Weizheng et al. (2008) | Quantification | Thresholding | Soy |
Wijekoon et al. (2008) | Quantification | 3rd party package | Lilies, apple tree |
| Â | Â | Â | phlox and golden rod |
Wiwart et al. (2009) | Classification | Color analysis | Faba beans, pea, yellow lupine |
Xu et al. (2011) | Classification | Fuzzy logic | tomato |
Yao et al. (2009) | Classification | SVM | Rice |
Youwen et al. (2008) | Classification | SVM | Cucumber |
Zhang (2010) | Classification | Feature-based rules | Orange |
Zhang and Meng (2011) | Classification | Feature-based rules | Orange |
Zhou et al. (2011) | Quantification | Fuzzy logic | Rice |
Xu et al. (2011) | Classification | Fuzzy logic | Tomato |
Yao et al. (2009) | Classification | SVM | Rice |
Youwen et al. (2008) | Classification | SVM | Cucumber |
Zhang (2010) | Classification | Feature-based rules | Orange |
Zhang and Meng (2011) | Classification | Feature-based rules | Orange |
Zhou et al. (2011) | Quantification | Fuzzy logic | Rice |