Questions tagged [object-recognition]

The computer vision task of finding and identifying objects in an image or video sequence

The computer vision task of finding and identifying objects in an image or video sequence is often conducted consistent with one of two approaches:

  • Appearance-based methods

    • Use example images (called templates or exemplars) of the objects to perform recognition

    • Objects look different under varying conditions:

  • Feature-based method

    • a search is used to find feasible matches between object features and image features.

    • the primary constraint is that a single position of the object must account for all of the feasible matches.

http://en.wikipedia.org/wiki/Outline_of_object_recognition

316 questions
1
vote
3 answers

Does a free API for a Augmented reality service exist?

Currently I am trying to create an app for iPhone which is capable of recognizing the objects on an image such as car, bus, building, bridge, human, etc, and label as object name with the help of Internet. Is there any free service which provide…
1
vote
0 answers

OpenTLD, how is it different from other object detection methods?

For those that have heard of OpenTLD, how does it alternate between tracking different objects? It can only track one object at a time, but if I had two or more objects trained in the same video feed, how does OpenTLD decide what to track? In all…
mugetsu
  • 4,228
  • 9
  • 50
  • 79
1
vote
0 answers

Using Yolo in Unity's Virtual Environment or Using any OR model in Unity

I cannot find any material or resource related to connecting Yolo Models to Unity, I know that unity has Barracuda package which allows the using of Tiny yolov2, does anyone know how can I use it, or whether if I can use yolov4/v5 within unity. My…
1
vote
1 answer

Bad results using OpenCV with Yolov5 comparing with pure Yolov5

I'm tryting to recognize lego bricks from video cam using opencv. It performs extremely bad comparing with just running detect.py in Yolov5. Thus I made some experiments about just recognizing images, and I found using openCV still performs…
Haotian Ma
  • 13
  • 3
1
vote
2 answers

Ideas for extracting features of an object using keypoints of image

I'll be appreciated if you help me to create a feature vector of an simple object using keypoints. For now, I use ETH-80 dataset, objects have an almost blue background and pictures are took from different views. Like this: After creating a feature…
Maysam
  • 7,246
  • 13
  • 68
  • 106
1
vote
2 answers

Object & Shape Recognition from webcam

I need to create an application to get input from a webcam or camera connected to a computer and detect certain 3d objects. I could do this from a .3ds file or something else? I'm not quite sure. I am pretty sure it is possible with flash as3? I…
1
vote
0 answers

TensorFlow object detection results showing 'N/A'

I'm training a deep learning model for custom object detection using TensorFlow 1.15 on Google colab. I'm using ssd_mobilenet_v2_quantized_coco. After some training (20k steps) with losses 1.5 ~ 2.5, I generated the inference graph and checked the…
1
vote
0 answers

Real-time video streaming with OpenCV and React JS

I have developed a real-time object recognition code using YOLO and openCV. I want to stream the video out of the python program via web in real-time. Also I have designed a ReactJS based web application to control my raspberry PI. Is there any way…
1
vote
1 answer

Pytorch/YOLOv5 - Compare detected Object if it's the same

I am trying to use Pytorch and YOLOv5 to detect objects in multiple images and count them. My problem now is that if I have for example a frame rate of 15fps, the same objects can be recognized in the image, but they were only recognized for example…
Arthi
  • 73
  • 8
1
vote
1 answer

Guide for recognizing objects in an image scene

I spent days to search about this topic and I found some good articles, but all them discuss about theory, and I have to implement it using MATLAB. Specified object are picked from Caltec 101 dataset. I know to reach this goal there are many…
1
vote
0 answers

How could one use OpenCV to count isolated white spots in below image for each circle in the circle grid?

I can detect the spots using houghcircles function in opencv: circles = cv2.HoughCircles(cimg,cv2.HOUGH_GRADIENT,1,0.1,param1=50,param2=30,minRadius=1,maxRadius=40) This can be further improved with image segmentation and watershed I guess for…
1
vote
1 answer

Object recognition using MATLAB

Have you any idea about implementing 2D object recognition with MATLAB? Which characteristics of objects can feed a neural network?
Maysam
  • 7,246
  • 13
  • 68
  • 106
1
vote
0 answers

How to add sub label to an image to perform object recognition using YOLO?

Please help . I have images of a car, Trucks, bikes. I want to train a YOLO or object detection model on it which can output the car_owner, truck_owner, car_model, truck_model, truck_km, car_km etc. But What I know is we can label the images for…
1
vote
1 answer

How to visualize dataset with XML Annotation and use it for YOLOv5

I'm working on custom training for YOLOv5. I want to train YOLOv5 with datasets from UA-DETRAC, which contains XML Annotation for a folder containing some images. How could I visualize the datasets XML Annotation like this and how to use it for…
juliussin
  • 295
  • 3
  • 20
1
vote
1 answer

object recognition algorithm that can generate Bounding box along the object

I'm working on a dataset which contains biscuits and soaps in which most of the cases biscuits/soaps are rotated. For training images, I'm having a white background in the image, so I can generate a Bounding box along with the object by thresholding…