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mask-rcnn's Issues

IndentationError in model.py

Python 3 treats IndentationErrors as syntax errors

flake8 testing of https://github.com/wannabeOG/Mask-RCNN on Python 3.6.3

$ flake8 . --count --select=E901,E999,F821,F822,F823 --show-source --statistics

./model.py:1255:4: E999 IndentationError: unindent does not match any outer indentation level
   .
   ^
1     E999 IndentationError: unindent does not match any outer indentation level
1

How to train Cityscapes dataset

Hi!How to load and train cityscapes dataset? Cityscapes dataset has no bounding box, so how do you train it for detection? thanks.

No module named 'nms._ext'

Could you help me with this problem?


ModuleNotFoundError Traceback (most recent call last)
in ()
17 from config import Config
18 import utils
---> 19 import model as modellib
20 import visualize
21 from model import log

~/cell_seg/Mask-RCNN/codes/model.py in ()
15 import utils
16 import visualize
---> 17 from nms.nms_wrapper import nms
18 from roialign.roi_align.crop_and_resize import CropAndResizeFunction
19

~/cell_seg/Mask-RCNN/codes/nms/nms_wrapper.py in ()
9 from future import print_function
10
---> 11 from nms.pth_nms import pth_nms
12
13

~/cell_seg/Mask-RCNN/codes/nms/pth_nms.py in ()
1 import torch
----> 2 from ._ext import nms
3 import numpy as np
4
5 def pth_nms(dets, thresh):

ModuleNotFoundError: No module named 'nms._ext'

Problems about Focal loss addition

Q1.In compute_loss( ) function, rpn_class_loss = utils.compute_rpn_class_loss(rpn_match, rpn_class_logits), but utils.compute_rpn_class_loss() doesn't exist.
Q2.In model.compute_rpn_class_loss(), you use the original cross-entropy instead. The only use of focal loss is in mask.forward(), but it seemed doesn't work.
Looking for your kind reply. Thanks in advance.

No module named 'nms._ext'

I run the coco.py, but have this error:
from ._ext import nms
ModuleNotFoundError: No module named 'nms._ext'

can you solve this error, thanks!

multi-gpu training

Hi, it seems that GPU_COUNT in config.py doesn't work. Is there any way to multi-gpu training? Thanks!

A Bug in model.py

image
the mistake occurs when detecting nothing! The score of background is the highest!

Undefined names in ./model.py

Undefined names have the potential to raise NameError at runtime.

flake8 testing of https://github.com/wannabeOG/Mask-RCNN on Python 3.7.0

$ flake8 . --count --select=E901,E999,F821,F822,F823 --show-source --statistics

./model.py:828:23: F821 undefined name 'parse_image_meta'
    _, _, window, _ = parse_image_meta(image_meta)
                      ^
./model.py:989:13: F821 undefined name 'one_hot_embedding'
        t = one_hot_embedding(y.data.cpu(), 1+self.num_classes) 
            ^
./model.py:1009:13: F821 undefined name 'one_hot_embedding'
        t = one_hot_embedding(y.data.cpu(), 1+self.num_classes)
            ^
./model.py:1158:22: F821 undefined name 'compute_rpn_class_loss'
    rpn_class_loss = compute_rpn_class_loss(rpn_match, rpn_class_logits)
                     ^
./model.py:1225:18: F821 undefined name 'compose_image_meta'
    image_meta = compose_image_meta(image_id, shape, window, active_class_ids)
                 ^
./model.py:1389:18: F821 undefined name 'mold_image'
        images = mold_image(image.astype(np.float32), self.config)
                 ^
./model.py:1996:28: F821 undefined name 'mold_image'
            molded_image = mold_image(molded_image, self.config)
                           ^
./model.py:1998:26: F821 undefined name 'compose_image_meta'
            image_meta = compose_image_meta(
                         ^
8     F821 undefined name 'parse_image_meta'
8

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