Our insect dataset contains 4500 insect images with 40 types collected from crop field.

The insect dataset manipulated by hand is available for download. C++ source code of our proposed method is coming soon！

The original insect images can be downloaded by clicking on each insect names in the list.

Species ID	Insect names	Species ID	Insect names	Species ID	Insect names	Species ID	Insect names
1	Dolycoris baccarum (Linnaeus)	11	Cicadella viridis (Linnaeus)	21	Stollia ventralis (Westwood)	31	Chromatomyia horticola(Goureau)
2	Lycorma delicatula (White)	12	Callitettix versicolor (Fabricius)	22	Nilaparvata lugens (Stål)	32	Iscadia inexacta (Walker, 1858)
3	Eurydema dominulus (Scopoli)	13	Scotinophara lurida (Burmeister)	23	Diostrombus politus Uhler	33	Plutella xylostella (Linnaeus)
4	Pieris rapae (Linnaeus)	14	Cletus punctiger (Dallas)	24	Phyllotreta striolata (Fabricius)	34	Empoasca flavescens (Fabricius)
5	Halyomorpha halys (Stål)	15	Nezara viridula (Linnaeus)	25	Aulacophora indica (Gmelin)	35	Dolerus tritici Chu
6	Spilosoma obliqua (Walker)	16	Dicladispa armigera (Olivier)	26	Laodelphax striatellus (Fallén)	36	Spodoptera litura (Fabricius)
7	Graphosoma rubrolineata (Westwood)	17	Riptortus pedestris (Fabricius)	27	Ceroplastes ceriferus (Anderson)	37	Corythucha ciliata (Say)
8	Luperomorpha suturalis Chen	18	Maruca testulalis Gryer	28	Corythucha marmorata(Uhler)	38	Bemisia tabaci (Gennadius)
9	Leptocorisa acuta (Thunberg)	19	Chauliops fallax Scott	29	Dryocosmus KuriphilusYasumatsu	39	Ceutorhynchus asper Roelofs
10	Sesamia inferens (Walker)	20	Chilo supperssalis (Walker)	30	Porthesia taiwana Shiraki	40	Strongyllodes variegatus (Fairmaire)

Citation: Chengjun Xie, Rujing Wang, Jie Zhang, Peng Chen*, Wei Dong, Rui Li, Jian Yu, Multi-level learning features for automatic classification of field crop insects.

Computers and Electronics in Agriculture, (2018) 152: 233–241.