feat: add resnet50 posenet model for fall detection

[bhavikapanara]

Purpose

Improved Resnet50 posenet model used for fall prediction.

Approach

Resnet50 model is more accurate than MobileNet. It will help to boost fall detection accuracy.

Merge Checklist

• The code change is tested and works locally.
• The user and dev documentation is up to date.
• There is no commented out code in this PR.
• No lint errors (use flake8)
• 100% test coverage

[commit-lint]

Contributors

bhavikapanara

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[pep8speaks]

Hello @bhavikapanara! Thanks for opening this PR. We checked the lines you've touched for PEP 8 issues, and found:

• In the file src/ambianic/pipeline/ai/fall_detect_resnet50.py:

Line 229:80: E501 line too long (84 > 79 characters)
Line 230:80: E501 line too long (97 > 79 characters)
Line 230:82: E231 missing whitespace after ','
Line 232:80: E501 line too long (128 > 79 characters)
Line 233:80: E501 line too long (101 > 79 characters)
Line 238:80: E501 line too long (89 > 79 characters)
Line 239:80: E501 line too long (84 > 79 characters)
Line 240:80: E501 line too long (88 > 79 characters)
Line 245:80: E501 line too long (91 > 79 characters)
Line 246:80: E501 line too long (86 > 79 characters)
Line 247:80: E501 line too long (91 > 79 characters)
Line 305:80: E501 line too long (93 > 79 characters)
Line 306:80: E501 line too long (96 > 79 characters)
Line 393:17: E128 continuation line under-indented for visual indent
Line 394:1: W293 blank line contains whitespace
Line 460:80: E501 line too long (80 > 79 characters)

• In the file src/ambianic/pipeline/ai/pose_engine_resnet50.py:

Line 73:80: E501 line too long (92 > 79 characters)
Line 152:80: E501 line too long (81 > 79 characters)

• In the file src/ambianic/pipeline/ai/pose_engine_utils.py:

Line 8:80: E501 line too long (83 > 79 characters)
Line 74:73: W291 trailing whitespace
Line 112:80: E501 line too long (95 > 79 characters)
Line 155:80: E501 line too long (91 > 79 characters)
Line 168:80: E501 line too long (107 > 79 characters)
Line 174:80: E501 line too long (107 > 79 characters)
Line 176:80: E501 line too long (94 > 79 characters)
Line 179:80: E501 line too long (83 > 79 characters)

• In the file tests/pipeline/ai/test_fall_detect_resnet50.py:

Line 90:80: E501 line too long (88 > 79 characters)

[lgtm-com]

This pull request introduces 6 alerts when merging 53674b8 into 885861f - view on LGTM.com

new alerts:

• 4 for Unused local variable
• 2 for Unused import

[codecov]

Codecov Report

Merging #341 (7015e92) into master (dce58c8) will decrease coverage by 0.28%.
The diff coverage is 93.14%.

❗ Current head 7015e92 differs from pull request most recent head 912c447. Consider uploading reports for the commit 912c447 to get more accurate results

@@            Coverage Diff             @@
##           master     #341      +/-   ##
==========================================
- Coverage   94.56%   94.27%   -0.29%     
==========================================
  Files          23       26       +3     
  Lines        2228     2622     +394     
==========================================
+ Hits         2107     2472     +365     
- Misses        121      150      +29     

Impacted Files	Coverage Δ
src/ambianic/pipeline/ai/pose_engine_resnet50.py	80.45% <80.45%> (ø)
src/ambianic/pipeline/ai/pose_engine_utils.py	95.40% <95.40%> (ø)
src/ambianic/pipeline/ai/fall_detect_resnet50.py	97.27% <97.27%> (ø)
src/ambianic/pipeline/interpreter.py	94.83% <0.00%> (-0.74%)	⬇️

[lgtm-com]

This pull request introduces 6 alerts when merging 912c447 into 885861f - view on LGTM.com

new alerts:

• 4 for Unused local variable
• 2 for Unused import

[ivelin]

Closes ambianic/fall-detection#5

[ivelin]

@bhavikapanara is this PR still active?