[HTML][HTML] EnsemblePigDet: Ensemble deep learning for accurate pig detection

H Ahn, S Son, H Kim, S Lee, Y Chung, D Park - Applied Sciences, 2021 - mdpi.com
… due to health and welfare problems by detecting irregularities. … preprocessing for diversity
and a model ensemble with different preprocessed images can robustly detect pigs from …

[HTML][HTML] Fast pig detection with a top-view camera under various illumination conditions

J Sa, Y Choi, H Lee, Y Chung, D Park, J Cho - Symmetry, 2019 - mdpi.com
… , one should consider various illumination conditions such … detect pigs under various
illumination conditions by exploiting the complementary information from depth and infrared images

[HTML][HTML] Automatically detecting pig position and posture by 2D camera imaging and deep learning

M Riekert, A Klein, F Adrion, C Hoffmann… - … and Electronics in …, 2020 - Elsevier
… Given different and more difficult experimental conditions of pig rearing with no or little
similar images in the training set, an AP of over 67.7% was achieved for position …

[HTML][HTML] StaticPigDet: Accuracy improvement of static camera-based pig monitoring using background and facility information

S Son, H Ahn, H Baek, S Yu, Y Suh, S Lee, Y Chung… - Sensors, 2022 - mdpi.com
… utilizing extracted background and facility information from images of a pig pen environment
that … caused by facilities within a pig pen using image processing methods. To obtain the …

Group-housed pig detection in video surveillance of overhead views using multi-feature template matching

B Li, L Liu, M Shen, Y Sun, M Lu - Biosystems Engineering, 2019 - Elsevier
pig detection. First, to capture the key appearance characteristics of pigs in templates, we
represent images … change the detection system for application in a new environment, where the …

[HTML][HTML] A review of posture detection methods for pigs using deep learning

Z Chen, J Lu, H Wang - Applied Sciences, 2023 - mdpi.com
pigs in color images can be segmented and then detected under sub-optimal conditions [27], …
in posture pattern and location of grouped pigs can be found in grey images [6]. Apart from …

[HTML][HTML] The research progress of vision-based artificial intelligence in smart pig farming

S Wang, H Jiang, Y Qiao, S Jiang, H Lin, Q Sun - Sensors, 2022 - mdpi.com
… the sound of pigs, and the characteristic images of pig sounds are … could detect pig drinking
behavior under conditions of … model based on deep learning was proposed to recognize …

[HTML][HTML] EmbeddedPigDet—Fast and accurate pig detection for embedded board implementations

J Seo, H Ahn, D Kim, S Lee, Y Chung, D Park - Applied Sciences, 2020 - mdpi.com
… In this study, the composite image is generated for focusing on the possible pig regions in a
… Figure 7 shows the failure cases of pig detection under two different illumination conditions (…

An adaptive pig face recognition approach using Convolutional Neural Networks

M Marsot, J Mei, X Shan, L Ye, P Feng, X Yan… - … and Electronics in …, 2020 - Elsevier
… an industrial environment and there are no artificial marks on pigs. … testing images, the
condition to be selected is that both pigimages through similarity measure, face detection and eye …

An efficient neural network for pig counting and localization by density map estimation

W Feng, K Wang, S Zhou - IEEE Access, 2023 - ieeexplore.ieee.org
… We collect these pictures in natural feeding conditions and no special enhancements, such
as … Koch, ‘‘Model-based detection of pigs in images under sub-optimal conditions,’’ Comput. …