42,113 questions
Advice
0
votes
1
replies
68
views
Will the Jetson Nano 4GB be sufficient for our system?
Hi and I hope you’re all doing well. In the rover we’re developing, we’re using LIDAR to enable the vehicle to move autonomously, and for specific tasks at certain points, we’re using image-processing-...
Tooling
0
votes
2
replies
82
views
Image feature extraction and reproduction
The dataset for drone based detection and tracking is released, including both image/video, and annotations. · GitHub](https://github.com/VisDrone/VisDrone-Dataset))
Best practices
0
votes
0
replies
51
views
what are minimum image per class requied for max efficiency for efficientnet-lite0 and mobilenetv2 models
I am working on an image classification project for plant disease detection using transfer learning models such as MobileNetV2 and EfficientNetLite. My datasets include 11 classes for maize diseases ...
Score of 0
1 answer
350 views
How to fix this python code to count different sized (length) samples in an image?
I am trying to answer this question:
How to fix this python code to count duplicate sample in the images?
using 'rods_input.png' as input:
where OP was asking for:
I want to count samples in the ...
Tooling
1
vote
2
replies
95
views
Pixel-based Pathfinding for a Bot in a 2.5D Isometric Game
I am building a game automation bot for Royal Revolt 2 using Python (running on an Android emulator and controlled via ADB inputs). I am currently stuck on designing a robust, vision-based pathfinding ...
Score of 2
0 answers
61 views
How to obtain RGB frames from CameraX ImageAnalysis instead of grayscale Y plane?
CameraX ImageAnalysis only providing grayscale frames - need RGB image for Luxand FaceSDK liveness detection
I am developing a .NET MAUI Android application using CameraX and Luxand FaceSDK.
Currently,...
Advice
1
vote
3
replies
131
views
How can I improve OCR accuracy for low-quality scanned identity documents?
I am working on an OCR pipeline that extracts structured information from scanned identity documents. The system performs reasonably well on high-quality images, but accuracy drops significantly when ...
Best practices
0
votes
3
replies
142
views
Extract data from a line graph
I want to convert the information on a graph/chart to a tabular form. Table contains divisions from x axis and their corresponding values. The graph is line graph and scale is linear. i have achieved ...
Best practices
0
votes
0
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69
views
Best practices for image annotation consistency in object detection projects
I am working on a computer vision dataset preparation workflow for object detection training.
The project involves image annotation using bounding boxes and polygon segmentation for AI model training.
...
Advice
2
votes
7
replies
186
views
Efficiency of using DirectX GPGPU for processing 1.2GB image data per frame in a ring buffer
Problem Background: I am developing a high-throughput image inspection system. Currently, I manage 600MB image buffers in a ring buffer structure. Specifically:
I have 3 slots in the ring buffer.
...
Tooling
0
votes
3
replies
92
views
C# Mass Image Resizing & Archiving
I am stuck on a performance issue with a .NET background service. It continuously processes thousands of images. The pipeline is straightforward: read a image (300~400kb), scale it down by half (or ...
Best practices
0
votes
3
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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 ...
Advice
0
votes
1
replies
153
views
How to extract rooms and dimensions from MEP/floor plan drawings using AI or computer vision?
I’m working on a project where I want to use AI / computer vision to read MEP (Mechanical, Electrical, Plumbing) drawings or floor plans.
My goal is to:
Detect rooms and extract their labels (e.g., “...
Best practices
0
votes
0
replies
131
views
How to optimize real-time image restoration performance in a Flask-based Deepfake defense system?
I am developing a system that integrates "Source Verifiable" and "Content Decipherable" into a single service workflow. The system uses Robust Watermarking to ensure source ...
Advice
0
votes
1
replies
77
views
Use OCR on a large PDF (of scans) with 4 columns per pages
I work on the toponymie in France and need to know for each city its departement and the origins of the city name. To do so I have PDF of a scanned book (700 pages) that indicates those informations. ...