Plant Identification-Patch Extraction-1 Uploaded: 10-MAY-2023 Image ClassificationLong-range depende Patch Extraction Tensorflow Github Nbviewer Colab Read morePlant Identification-Knowledge Distillation-2 Uploaded: 25-MAR-2023 Image ClassificationEdge Devices Deployment Knowledge DistillationTeacher-Student Training PyTorchtimm Github Nbviewer Colab Read morePlant Identification-Top Tuning-1 Uploaded: 15-FEB-2023 Image ClassificationTraining Efficiency Transfer LearningTop Tuning PyTorchtimm Github Nbviewer Colab Read morePlant Identification-Supervised Contrastive Learning-1 Uploaded: 22-JAN-2023 Image ClassificationLabel Efficiency Contrastive LearningPre-training TensorflowKeras Github Nbviewer Colab Read moreCrop Identification-Knowledge Distillation-1 Uploaded: 22-DIC-2022 Image ClassificationEdge Devices Deployment Knowledge DistillationTeacher-Student Training TensorflowKeras Github Nbviewer Colab Read moreWeeds Identification-Cyclical Learning Rate-1 Uploaded: 4-JUL-2022 Image Classification Cyclical Learning Rate TensorflowKerasTensorflow-addons Github Nbviewer Colab Read moreWeeds Identification-AutoML-4 Uploaded: 10-JUN-2022 Image Classification AutoMLBayesian Optimization PyTorchOptuna Github Nbviewer Colab Read morePlant Classification-Multiple Learning Rates-1 Uploaded: 20-MAY-2022 Overfitting Multiple Learning Rates TensorflowKerasTensorflow-addons Github Nbviewer Colab Read morePlant Classification-Image Denoising-1 Uploaded: 25-APR-2022 Noisy ImagesCurse of Dimensionality AutoencodersImage CompressionDenoising PyTorch Github Nbviewer Colab Read moreNutrient Deficiency Classification-Gradient Centralization-1 Uploaded: 05-APR-2022 Weights OptimizationVanishing Gradient ProblemSlow Training Gradient Centralization RandAugmentTensorflowKeras Github Nbviewer Colab Read moreNutrient Deficiency Classification-Random Data Augmentation-1 Uploaded: 15-MAR-2022 Data ScarcityOverfitting Data Augmentation RandAugment Github Nbviewer Colab Read morePlant Species Classification-Image Similarity-1 Uploaded: 05-FEB-2022 OverconfidenceOverfitting Universal Quality Image Index (UQI)Structural Similarity Index (SSIM)Mean Squared Error (MSE) SewarScikit-Image Github Nbviewer Colab Read moreCrop Classification-Label Smoothing-1 Uploaded: 15-JAN-2022 OverconfidenceOverfitting Label Smoothing TensorflowKeras Github Nbviewer Colab Read moreCrop Images Scarcity-Data Augmentation-2 Uploaded: 28-DEC-2021 Image Pre-processing Data AugmentationWeather Conditions Simulation Albumentations Github Nbviewer Colab Read moreNutrient Deficiency Classification-Optimizer Comparison-2 Uploaded: 10-NOV-2021 Image Classification Data AugmentationHyperparameter Tuning Tensorflow Github Nbviewer Colab Read moreNutrient Deficiency Classification-Optimizer Comparison-1 Uploaded: 30-OCT-2021 Image Classification Data AugmentationHyperparameter Tuning Tensorflow Github Nbviewer Colab Read morePlant Identification-Denoising-1 Uploaded: 25-AUG-2021 Noisy ImagesCurse of Dimensionality AutoencodersDenoisingImage Compression Tensorflow Github Nbviewer Colab Read moreWeeds Identification-Model Interpretability-1 Uploaded: 15-AUG-2021 Image ClassificationModel Interpretability Transfer LearningGrad-CAMEfficientNet Tensorflow Github Nbviewer Colab Read moreDisease Identification-Transfer Learning-1 Uploaded: 22-JUL-2021 Image ClassificationData Scarcity Transfer LearningAlexNet PyTorch Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-7 Uploaded: 12-JUL-2021 Image ClassificationModel Interoperability Transfer LearningONNXResNet PyTorch Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-6 Uploaded: 29-JUN-2021 Image Classification Transfer LearningMobileNetV3Data Augmentation TensorflowKeras Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-5 Uploaded: 01-JUN-2021 Image Classification Transfer LearningMobileNetV3 TensorflowKeras Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-4 Uploaded: 24-MAY-2021 Image ClassificationFeature Extraction Transfer LearningMobileNetV3MobileNetV2 PyTorch Github Nbviewer Colab Read morePlant Classification-Convolutional Kernels-1 Uploaded: 12-MAY-2021 Feature ExtractionImage Pre-processingEdge Detection ConvolutionLaplacian KernelsSobel Operators Scikit-image Github Nbviewer Colab Read moreWeeds Identification-Interpolation Methods-1 Uploaded: 5-MAY-2021 Image ResizingImage Downsampling Bilinear InterpolationBicubic InterpolationNN InterpolationDecimationEuclidean Distance OpenCV Github Nbviewer Colab Read moreWeeds Identification-AutoML-3 Uploaded: 21-APR-2021 Image Classification AutoMLBayesian OptimizationResNetXception OpenCVAutoKerasKeras Github Nbviewer Colab Read morePlant Segmentation-Background Removal (After Histogram Equalization)-3 Uploaded: 14-APR-2021 Image Pre-processingImage Segmentation Histogram EqualizationCLAHEBackground RemovalGrabcut Algorithm OpenCV Github Nbviewer Colab Read moreWeeds Identification-Histogram Equalization (CLAHE)-2 Uploaded: 07-APR-2021 Image Pre-processing Histogram EqualizationCLAHE OpenCV Github Nbviewer Colab Read moreWeeds Identification-Histogram Equalization-1 Uploaded: 01-APR-2021 Image Pre-processing Histogram Equalization OpenCV Github Nbviewer Colab Read moreWeeds Identification-AutoML-2 Uploaded: 26-MAR-2021 Image Classification Bayesian OptimizationAutoML Auto-SklearnOpenCVScikit-learn Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-3 Uploaded: 15-MAR-2021 Image Classification Classifier ReplacementTransfer Learning KerasOpenCVScikit-learnTensorflow 2 Github Nbviewer Colab Read moreWeeds Identification-Object Detection-1 Uploaded: 09-MAR-2021 Object Detection Deep LearningTransfer Learning Yolo V5PyTorch Github Nbviewer Colab Read moreWeeds Identification-AutoML-1 Uploaded: 01-MAR-2021 Image Classification AutoMLBayesian Optimization Auto-SklearnOpenCVScikit-learn Github Nbviewer Colab Read moreCrop Images Scarcity-Traditional Data Augmentation-1 Uploaded: 01-MAR-2021 Image Pre-processing Data AugmentationGeometric Transformatons OpenCVKeras Github Nbviewer Colab Read morePlant Segmentation-Background Removal-2 Uploaded: 01-MAR-2021 Image Pre-processingImage Segmentation Background RemovalContours OpenCV Github Nbviewer Colab Read morePlant Segmentation-Background Removal-1 Uploaded: 01-MAR-2021 Image Pre-processingImage Segmentation Background RemovalContoursGrabcut Algorithm OpenCV Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-2 Uploaded: 01-MAR-2021 Image Classification Transfer Learning KerasOpenCVScikit-learnTensorflow 2 Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-1 Uploaded: 10-MAY-2023 Image Classification Transfer Learning KerasOpenCVScikit-learnTensorflow 2 Github Nbviewer Colab Read more
