Fixes for deep dive notebook

[GalyaZalesskaya]

• Fix resize failing for targets=All classes. Failed during resizing the tensor with 1001 channels, so I changed code to resize separately per-channel.
• Update black-box to process (batch, height, width, channel) model layout together with (batch, channel, height, width)

[goodsong81]

LGTM.

[negvet]

Thanks for the update, please check my comments.

[negvet]

Please add unit tests

[codecov]

Codecov Report

Attention: Patch coverage is 94.73684% with 1 line in your changes missing coverage. Please review.

Please upload report for BASE (releases/1.0.0@e2cd66f). Learn more about missing BASE report.

Files	Patch %	Lines
openvino_xai/methods/black_box/rise.py	80.00%	1 Missing ⚠️

Additional details and impacted files

@@                Coverage Diff                @@
##             releases/1.0.0      #35   +/-   ##
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  Coverage                  ?   90.89%           
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  Files                     ?       18           
  Lines                     ?     1076           
  Branches                  ?        0           
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  Hits                      ?      978           
  Misses                    ?       98           
  Partials                  ?        0           

Flag	Coverage Δ
dev-py310	90.79% <94.73%> (?)
dev-py311	90.70% <94.73%> (?)

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[negvet]

LGTM