object-detection-api Questions

1

Solved

I'm working on some stuff related to object detection methods (YOLOv3, Faster-RCNN, RetinaNet, ... ) and I need to train on VOC2007 and VOC2012 (using pretrained models of course). However when I r...
Cormac asked 16/1, 2020 at 15:23

2

I usually just use train.py to train using Tensorflow Object Detection API. However, I read from https://www.kaggle.com/c/rsna-pneumonia-detection-challenge/discussion/68581 that you can also use m...
Wilheminawilhide asked 8/1, 2019 at 1:55

2

I would like to train a Mobilenet SSD Model on a custom dataset. I have looked into the workflow of retraining a model and noticed the image_resizer{} block in the config file: https://github.com...
Flippant asked 22/2, 2018 at 14:11

1

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I have trained a faster rcnn model with a custom dataset using Tensorflow's Object Detection Api. Over time I would like to continue to update the model with additional images (collected weekly). T...
Postulant asked 16/8, 2018 at 20:15

2

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I am training Tensorflow Object detection on Windows 10using faster_rcnn_inception_v2_coco as pretrained model. I'm on Windows 10, with tensorflow-gpu 1.6 on NVIDIA GeForce GTX 1080, CUDA 9.0 and C...

3

I'm using Tensorflow object detection API and working on pretrainedd ssd-mobilenet model. is there a way to extact the last global pooling of the mobilenet for each bbox as a feature vector? I can'...

2

I am using TF Object Detection API for training a model that I will eventually deploy using tf-serving. I plan to take the output of this network (at intermediate CNN layers) and build additional n...
Rumormonger asked 16/4, 2019 at 19:14

0

I would like to have my custom list of metrics when evaluating an instance segmentation model in Tensorflow's Object Detection API, which can be summarized as follows; Precision values for IOUs o...
Heel asked 21/6, 2019 at 3:42

2

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I started using the cocoapi to evaluate a model trained using the Object Detection API. After reading various sources that explain mean average precision (mAP) and recall, I am confused with the "m...
Mendenhall asked 16/10, 2018 at 15:47

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I have trained an SSD Mobilenet model with custom dataset(Battery). Sample image of the battery is given below and also attached the config file which I used to train the model. When the object...

1

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I am using Tensorflow's Object Detection API in training. In which file, the freezed layers are defined to fine-tune the model in training. I need to experiment changing freezed layers in fine-tun...

1

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I would like to evaluate a custom-trained Tensorflow object detection model on a new test set using Google Cloud. I obtained the inital checkpoints from: https://github.com/tensorflow/models/blob/...
Irrefrangible asked 1/4, 2019 at 13:4

2

I'm trying to figure out the easiest way to run object detection from a Tensorflow model (Inception or mobilenet) in an iOS app. I have iOS Tensorflow image classification working in my own app an...
Quotidian asked 21/3, 2019 at 21:58

1

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I've tried to search the answer in the documentation, the code and here but I had no luck. I'd like to know what is the final number of images that are generated by the data augmentation using the ...
Orten asked 21/3, 2019 at 11:45

2

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I have a trained model (Faster R-CNN) which I exported using export_inference_graph.py to use for inference. I'm trying to understand the difference between the created frozen_inference_graph.pb an...
Dichasium asked 22/10, 2018 at 17:34

2

I am trying to detect some very small object (~25x25 pixels) from large image (~ 2040, 1536 pixels) using faster rcnn model from object_detect_api from here https://github.com/tensorflow/models/tre...
Careen asked 27/8, 2018 at 22:16

2

I am training an object detection network using Tensorflow's object detection, https://github.com/tensorflow/models/tree/master/research/object_detection I can successfully train a network based ...

5

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I'm trying to run Object Detection API locally. I believe I have everything set up as described in the TensorFlow Object Detection API documents, however, when I'm trying to run model_main.py, th...
Flimflam asked 4/9, 2018 at 9:3

1

Is there any way to specify hyper-parameter optimisation like Hyperopt or other in the config file of object detection API to fine tune the model?

1

I'm working on an object detection problem using Tensorflow's Object Detection API, specifically the facessd model trained on the open images dataset. Can anyone clarify what anchor_strides must ...
Expiration asked 30/11, 2018 at 19:48

2

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I've been trying to run the Object detection API, at the point to test if the instalation worked: python object_detection/builders/model_builder_test.py I got the following error: File "objec...

2

I'm using Tensorflow Object Detection API to train an object detection model using transfer learning. Specifically, I'm using ssd_mobilenet_v1_fpn_coco from the model zoo, and using the sample pipe...
Eufemiaeugen asked 1/11, 2018 at 15:25

1

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I am currently reading up on SSD Single Shot Detector and there is a term that I am struggling to understand. The term is "head". When I hear this word, I think of the head of the network, as in th...

3

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I am new here. I recently started working with object detection and decided to use the Tensorflow object detection API. But, when I start training the model, it does not display the global step lik...
Cestoid asked 25/8, 2018 at 10:17

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I am super new to the field of object detection. I was wondering if anyone can help me somehow on how I can download and use the object detection datasets such as coco or pascal. When I go to their...

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