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Abhijit Baul's Projects

camera-model-identification icon camera-model-identification

Camera model identification challenge was given in IEEE SP cup 2017.Here the data set contained image from various mobile phone.We just augmented them & train using a deep learning architecture.We got a good accuracy of more than .90

continuous-emotion-prediction icon continuous-emotion-prediction

Continuous Emotion Prediction was a challenge given in AVEC 2017. Three emotion dimension -arousal,valence & liking were predicted.LSTM-RNN model was used.Features were bag of words.Here various LSTM-RNN models were used to fit the data.1.Bidirectional LSTM,2.Multi tasking ,3.Many to many mapping.We got improvement from the baseline score as .562 for arousal,.543 for valence & .3512 for liking.

gesture-controlled-solar-powered-wheel-chair icon gesture-controlled-solar-powered-wheel-chair

It was a project of control system lab.Here we tried to make a wheel chair that can be controlled using gesture only.The gesture were transformed into digital bits by arduino & transmitted by RF transmitter.It was received by RF receiver & motor was controlled by motor driver & arduino

lung-tumor-segmentation icon lung-tumor-segmentation

Lung tumor segmentation from microscopic images was the challenge given in IEEE vip cup 2018.Here we tried some medical image analysis technique like histogram,normalization & train by a deep learning architecture.

nuclei-segmentation-from-microscopic-images icon nuclei-segmentation-from-microscopic-images

Nuclei segmentation from microscopic images was a task given in National Data Science Bowl 2018.We tried some augmentation technique like shift,rotate,flip & train using UNET architecture.We got a improvement in mean iou of .524

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