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Position Detection and Direction Prediction for Arbitrary-Oriented Ships via Multiscale Rotation Region Convolutional Neural Network

Python 97.04% C++ 0.06% Cuda 2.90%

r2cnn_head_fpn_tensorflow's Issues

Batched inference

Thank you for you great work and ideas. I would like to try this repo on my own satellite images. However since I don't get good utilization by passing images one by one in inference.py I decided to inference by batches. Initially I added one dimension to the image placeholder:

img_plac = tf.placeholder(shape=[None, None, 3], dtype=tf.uint8

Can you please guide me through this process because I am not familiar with tensorflow semantics

Batched inference

Thank you for you great work and ideas. I would like to try this repo on my own satellite images. However since I don't get good utilization by passing images one by one in inference.py I decided to inference by batches. Initially I added one dimension to the image placeholder:

img_plac = tf.placeholder(shape=[None, None, None, 3], dtype=tf.uint8)

And created a batch of images before feeding session.run

feed_dict={img_plac: IMG_BATCH}

I also changed the batch size in the config, and the preprocesding code that resizes the image to take.batch into account.

The error message i get with batch_size=8 is:
InvalidArgumentError: Incompatible shapes: [1964160] vs. [245520]
[[Node: rpn_proposals/decode/mul = Mul[T=DT_FLOAT, _device="/job:localhost/replica:0/task:0/device:CPU:0"](rpn_proposals/decode/truediv, rpn_proposals/decode/sub)]]

Can you please guide me through this process because I am not familiar with tensorflow semantics? Thank you very much once more

ImportError: dynamic module does not define module export function (PyInit_rotate_polygon_nms)

  1. clone the repo
  2. run docker

docker run --rm --name tfgpu -p 5552:5552 --gpus all -it -v /Data/share:/Data/share yangxue2docker/tensorflow3_gpu_cv2_sshd:v1.0 /bin/bash

  1. In the clonned repo
    cd tools
    python3 inference.py

  2. Get this error:

root@27260403fc95:/scratch/MDA000_BOAT00/DEVELOPMENT/USER_WORKSPACE/pgalles/R2CNN_HEAD_FPN_Tensorflow/tools# python inference.py
Traceback (most recent call last):
  File "inference.py", line 17, in <module>
    from libs.fast_rcnn import build_fast_rcnn
  File "../libs/fast_rcnn/build_fast_rcnn.py", line 13, in <module>
    from libs.box_utils import nms_rotate
  File "../libs/box_utils/nms_rotate.py", line 12, in <module>
    from libs.box_utils.rotate_polygon_nms import rotate_gpu_nms
ImportError: dynamic module does not define module export function (PyInit_rotate_polygon_nms)

I am not sure. Am I missing some steps?

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