Feature Extraction with CLIP Uploaded: 30-OCTOBER-2023 Image Classification CLIP PyTorch Github Nbviewer Colab Read morePlant Identification-Patch Extraction-1 Uploaded: 10-MAY-2023 Image Classification Long-range depende Patch Extraction Tensorflow Github Nbviewer Colab Read morePlant Identification-Knowledge Distillation-2 Uploaded: 25-MAR-2023 Image Classification Edge Devices Deployment Knowledge Distillation Teacher-Student Training PyTorch timm Github Nbviewer Colab Read morePlant Identification-Top Tuning-1 Uploaded: 15-FEB-2023 Image Classification Training Efficiency Transfer Learning Top Tuning PyTorch timm Github Nbviewer Colab Read morePlant Identification-Supervised Contrastive Learning-1 Uploaded: 22-JAN-2023 Image Classification Label Efficiency Contrastive Learning Pre-training Tensorflow Keras Github Nbviewer Colab Read moreCrop Identification-Knowledge Distillation-1 Uploaded: 22-DIC-2022 Image Classification Edge Devices Deployment Knowledge Distillation Teacher-Student Training Tensorflow Keras Github Nbviewer Colab Read moreWeeds Identification-Cyclical Learning Rate-1 Uploaded: 4-JUL-2022 Image Classification Cyclical Learning Rate Tensorflow Keras Tensorflow-addons Github Nbviewer Colab Read moreWeeds Identification-AutoML-4 Uploaded: 10-JUN-2022 Image Classification AutoML Bayesian Optimization PyTorch Optuna Github Nbviewer Colab Read morePlant Classification-Multiple Learning Rates-1 Uploaded: 20-MAY-2022 Overfitting Multiple Learning Rates Tensorflow Keras Tensorflow-addons Github Nbviewer Colab Read morePlant Classification-Image Denoising-1 Uploaded: 25-APR-2022 Noisy Images Curse of Dimensionality Autoencoders Image Compression Denoising PyTorch Github Nbviewer Colab Read moreNutrient Deficiency Classification-Gradient Centralization-1 Uploaded: 05-APR-2022 Weights Optimization Vanishing Gradient Problem Slow Training Gradient Centralization RandAugment Tensorflow Keras Github Nbviewer Colab Read moreNutrient Deficiency Classification-Random Data Augmentation-1 Uploaded: 15-MAR-2022 Data Scarcity Overfitting Data Augmentation RandAugment Github Nbviewer Colab Read morePlant Species Classification-Image Similarity-1 Uploaded: 05-FEB-2022 Overconfidence Overfitting Universal Quality Image Index (UQI) Structural Similarity Index (SSIM) Mean Squared Error (MSE) Sewar Scikit-Image Github Nbviewer Colab Read moreCrop Classification-Label Smoothing-1 Uploaded: 15-JAN-2022 Overconfidence Overfitting Label Smoothing Tensorflow Keras Github Nbviewer Colab Read moreCrop Images Scarcity-Data Augmentation-2 Uploaded: 28-DEC-2021 Image Pre-processing Data Augmentation Weather Conditions Simulation Albumentations Github Nbviewer Colab Read moreNutrient Deficiency Classification-Optimizer Comparison-2 Uploaded: 10-NOV-2021 Image Classification Data Augmentation Hyperparameter Tuning Tensorflow Github Nbviewer Colab Read moreNutrient Deficiency Classification-Optimizer Comparison-1 Uploaded: 30-OCT-2021 Image Classification Data Augmentation Hyperparameter Tuning Tensorflow Github Nbviewer Colab Read morePlant Identification-Denoising-1 Uploaded: 25-AUG-2021 Noisy Images Curse of Dimensionality Autoencoders Denoising Image Compression Tensorflow Github Nbviewer Colab Read moreWeeds Identification-Model Interpretability-1 Uploaded: 15-AUG-2021 Image Classification Model Interpretability Transfer Learning Grad-CAM EfficientNet Tensorflow Github Nbviewer Colab Read moreDisease Identification-Transfer Learning-1 Uploaded: 22-JUL-2021 Image Classification Data Scarcity Transfer Learning AlexNet PyTorch Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-7 Uploaded: 12-JUL-2021 Image Classification Model Interoperability Transfer Learning ONNX ResNet PyTorch Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-6 Uploaded: 29-JUN-2021 Image Classification Transfer Learning MobileNetV3 Data Augmentation Tensorflow Keras Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-5 Uploaded: 01-JUN-2021 Image Classification Transfer Learning MobileNetV3 Tensorflow Keras Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-4 Uploaded: 24-MAY-2021 Image Classification Feature Extraction Transfer Learning MobileNetV3 MobileNetV2 PyTorch Github Nbviewer Colab Read morePlant Classification-Convolutional Kernels-1 Uploaded: 12-MAY-2021 Feature Extraction Image Pre-processing Edge Detection Convolution Laplacian Kernels Sobel Operators Scikit-image Github Nbviewer Colab Read moreWeeds Identification-Interpolation Methods-1 Uploaded: 5-MAY-2021 Image Resizing Image Downsampling Bilinear Interpolation Bicubic Interpolation NN Interpolation Decimation Euclidean Distance OpenCV Github Nbviewer Colab Read moreWeeds Identification-AutoML-3 Uploaded: 21-APR-2021 Image Classification AutoML Bayesian Optimization ResNet Xception OpenCV AutoKeras Keras Github Nbviewer Colab Read morePlant Segmentation-Background Removal (After Histogram Equalization)-3 Uploaded: 14-APR-2021 Image Pre-processing Image Segmentation Histogram Equalization CLAHE Background Removal Grabcut Algorithm OpenCV Github Nbviewer Colab Read moreWeeds Identification-Histogram Equalization (CLAHE)-2 Uploaded: 07-APR-2021 Image Pre-processing Histogram Equalization CLAHE 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 Optimization AutoML Auto-Sklearn OpenCV Scikit-learn Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-3 Uploaded: 15-MAR-2021 Image Classification Classifier Replacement Transfer Learning Keras OpenCV Scikit-learn Tensorflow 2 Github Nbviewer Colab Read moreWeeds Identification-Object Detection-1 Uploaded: 09-MAR-2021 Object Detection Deep Learning Transfer Learning Yolo V5 PyTorch Github Nbviewer Colab Read moreWeeds Identification-AutoML-1 Uploaded: 01-MAR-2021 Image Classification AutoML Bayesian Optimization Auto-Sklearn OpenCV Scikit-learn Github Nbviewer Colab Read moreCrop Images Scarcity-Traditional Data Augmentation-1 Uploaded: 01-MAR-2021 Image Pre-processing Data Augmentation Geometric Transformatons OpenCV Keras Github Nbviewer Colab Read morePlant Segmentation-Background Removal-2 Uploaded: 01-MAR-2021 Image Pre-processing Image Segmentation Background Removal Contours OpenCV Github Nbviewer Colab Read morePlant Segmentation-Background Removal-1 Uploaded: 01-MAR-2021 Image Pre-processing Image Segmentation Background Removal Contours Grabcut Algorithm OpenCV Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-2 Uploaded: 01-MAR-2021 Image Classification Transfer Learning Keras OpenCV Scikit-learn Tensorflow 2 Github Nbviewer Colab Read moreWeeds Identification-Transfer Learning-1 Uploaded: 10-MAY-2023 Image Classification Transfer Learning Keras OpenCV Scikit-learn Tensorflow 2 Github Nbviewer Colab Read more
