584 questions
Advice
0
votes
1
replies
52
views
How to integrate CNN model with Flutter app for plant disease detection - API vs TFLite?
I'm building a Flutter app for rice leaf disease detection using CNN as my thesis project.
I'm confused about the best architecture:
Option 1: Deploy CNN model as REST API (Python Flask/FastAPI), ...
- reputation score 1
Advice
0
votes
2
replies
86
views
Real Time Image Classification Task
I am trying to create a program that takes live camera output on my mac and classifies the gesture that the user is making. I currently have the gestures to be [wave, fist, thumbs up, peace sign, no ...
- reputation score 1
Best practices
0
votes
3
replies
70
views
How to detect mislabeled images in a directory based image classification dataset?
What is the best way to find mislabeled images in a dataset where labels are based on folders?
Each class is already separated into its own directory, but some images inside are clearly in the wrong ...
- reputation score 1
Score of 1
0 answers
160 views
using Google LiteRT from a Tensorflow Lite model
data = tf.keras.utils.image_dataset_from_directory('snails', image_size=(256,256), shuffle=True)
class_names = data.class_names
num_classes = len(class_names)
print("Classes:", class_names)
...
- reputation score 11
Tooling
0
votes
1
replies
425
views
Looking for a working TensorFlow Lite (.tflite) NSFW detection model for Android
I specifically need:
-A real .tflite file (not .onnx, not .pb, not .pth, not .mlmodel)
-Image classifier model (NOT segmenter or detector)
-Preferably with 5 classes or at least 2: drawings, hentai, ...
- reputation score 1
Score of -1
1 answer
65 views
Get image paths from tfds food101
I'm working on food101 tensorflow dataset and want to know the most wrong predictions of my efficientnet model, for that purpose I'd need to get image paths of test data, but I don't know how I can ...
- reputation score 1
Score of 0
0 answers
29 views
Validation Accuracy stuck between 0.5-0.6
I am currently working on a custom VGG model for Breast Cancer Classification using mammography images. It has excellent accuracy for training images but the validation accuracy is stuck at 0.5-0.6. ...
- reputation score 1
Score of 0
1 answer
170 views
tflite-runtime ValueError: Didn't find op for builtin opcode 'FULLY_CONNECTED' version '12'. An older version of this builtin might be supported
I have trained and quantised my models on tensorflow==2.19.0 instead of a previous version and now am facing troubles in using the quantised models for inference on my Raspberry Pi (Raspbian GNU/Linux ...
- reputation score 45
Score of 1
1 answer
208 views
DeepFace Analyze - Test scripts for batched image processing
I am having trouble getting image analysis batch processing to work. I would like to send a list of images to DeepFace to get a list of race, gender, and age predictions. I am calling test functions ...
- reputation score 13
Score of 3
0 answers
73 views
How to calculate FPS in image classification?
Please, I would appreciate some help and will be grateful for any help.
I have some doubts about how to calculate the frame rate (FPS) in image classification for training an testing routines. I've ...
- reputation score 31
Score of 0
1 answer
32 views
Input 0 of layer "conv2d" is incompatible with the layer: expected min_ndim=4, found ndim=2. Full shape received: (None, 4)
I'm making a CNN and I don't know the full ins and outs of coding. When i try to add the layers, it constantly gives me a "NotImplmentedError" and a "ValueError" that says ...
- reputation score 9
Score of -1
1 answer
56 views
Convolutional Neural Network is getting unexpectedly high validation accuracy, what could be causing this?
I am building/optimizing a CNN for classifcation of cars from this dataset.
My baseline model is getting suprisingly high accuracy from a very simple model architecture, I am concerned there is some ...
- reputation score 41
Score of 0
0 answers
60 views
Core ML prediction for Image Classification Create ml model predict same result for different images
I am exploring the Apple Core ML framework.
I created a training model using Create ML app. Image Classification to identify the image is cat or a dog. The data set I used is referred from
https://www....
- reputation score 11314
Score of 0
1 answer
52 views
Why does the PDF of the feature vector follow a Gaussian mixture?
I am attempting to perform an image classification task on a dataset with
𝐿 classes. The network I am using is divided into a feature extractor and a classifier. When an image is passed through the ...
- reputation score 5
Score of 1
0 answers
83 views
How to Load a Custom-Trained ResNet50 Model with ImageAI in Python?
I'm working on an image classification project using a custom-trained ResNet50 model with ImageAI, but I'm encountering a persistent loading error that prevents me from using my trained model for ...
- reputation score 11