For newer version of Tensorflow, you should change code.

[LT1st]

In deeplab.py :

replace raw code with follows:

from tensorflow.keras.models import Model
from tensorflow.keras import layers
from tensorflow.keras.layers import Input
from tensorflow.keras.layers import Lambda
from tensorflow.keras.layers import Activation
from tensorflow.keras.layers import Concatenate
from tensorflow.keras.layers import Add
from tensorflow.keras.layers import Dropout
# from keras.layers.normalization.batch_normalization import BatchNormalization
from tensorflow.keras.layers import BatchNormalization
# from tensorflow.python.keras.layers import BatchNormalization
from tensorflow.keras.layers import Conv2D
from tensorflow.keras.layers import DepthwiseConv2D
from tensorflow.keras.layers import ZeroPadding2D
from tensorflow.keras.layers import GlobalAveragePooling2D
from tensorflow.python.keras.utils.layer_utils import get_source_inputs
from tensorflow.keras import backend as K

It worked for me on :

(seg) PS D:\0code\IR_dataset\align> pip list
Package                   Version
------------------------- ------------------
absl-py                   2.1.0
antlr4-python3-runtime    4.9.3
astunparse                1.6.3
attrs                     23.2.0
black                     24.2.0
certifi                   2024.2.2
charset-normalizer        3.3.2
click                     8.1.7
cloudpickle               3.0.0
colorama                  0.4.6
contourpy                 1.2.0
cycler                    0.12.1
Cython                    3.0.8
dataclasses               0.6
dm-tree                   0.1.8
fire                      0.5.0
flatbuffers               23.5.26
fonttools                 4.49.0
future                    1.0.0
fvcore                    0.1.5.post20221221
gast                      0.5.4
google-pasta              0.2.0
grpcio                    1.62.0
h5py                      3.10.0
hydra-core                1.3.2
idna                      3.6
imageio                   2.34.0
imantics                  0.1.12
imgaug                    0.4.0
iopath                    0.1.10
jsonschema                4.21.1
jsonschema-specifications 2023.12.1
keras                     3.0.5
kiwisolver                1.4.5
labelme2coco              0.2.4
lazy_loader               0.3
libclang                  16.0.6
lxml                      5.1.0
Markdown                  3.5.2
markdown-it-py            3.0.0
MarkupSafe                2.1.5
matplotlib                3.8.3
mdurl                     0.1.2
ml-dtypes                 0.3.2
mypy-extensions           1.0.0
namex                     0.0.7
networkx                  3.2.1
numpy                     1.26.4
omegaconf                 2.3.0
opencv-python             4.7.0.72
opt-einsum                3.3.0
packaging                 23.2
pathspec                  0.12.1
pillow                    10.2.0
pip                       23.3.1
pixellib                  0.7.1
platformdirs              4.2.0
portalocker               2.8.2
protobuf                  4.25.3
pybboxes                  0.1.6
pydot                     2.0.0
Pygments                  2.17.2
pyparsing                 3.1.1
PyQt5                     5.15.10
PyQt5-Qt5                 5.15.2
PyQt5-sip                 12.13.0
python-dateutil           2.8.2
pywin32                   306
PyYAML                    6.0.1
referencing               0.33.0
requests                  2.31.0
rich                      13.7.0
rpds-py                   0.18.0
sahi                      0.11.15
scikit-image              0.22.0
scipy                     1.12.0
setuptools                68.2.2
shapely                   2.0.3
six                       1.16.0
tabulate                  0.9.0
tensorboard               2.16.2
tensorboard-data-server   0.7.2
tensorflow                2.16.0rc0
tensorflow-intel          2.16.0rc0
termcolor                 2.4.0
terminaltables            3.1.10
tifffile                  2024.2.12
tqdm                      4.66.2
typing_extensions         4.9.0
urllib3                   2.2.1
Werkzeug                  3.0.1
wheel                     0.41.2
wrapt                     1.16.0
xmljson                   0.2.1
yacs                      0.1.8