Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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Chula-WBC-8 Dataset

Introduced in the paper "Mamba-Based Ensemble learning for White Blood Cell Classification"

Accompanying GitHub repository available here

Comprises 8 White Blood Cell Classes:

Segmented-form Neutrophil (SNE)
Banded-form Neutrophil (BNE)
Basophil
Metamyelocyte
Myelocyte
Eosinophil
Lymphocyte
Monocyte

Also see: Chula-WBC-15 containing 15 WBC classes

Citation

If you use this dataset or related work, please cite our paper:

@misc{clifton2025mambawbc,
  title        = {Mamba‐Based Ensemble learning for White Blood Cell Classification},
  author       = {Lewis Clifton and Xin Tian and Duangdao Palasuwan and Phandee Watanaboonyongcharoen and Ponlapat Rojnuckarin and Nantheera Anantrasirichai},
  year         = {2025},
  howpublished = {arXiv preprint arXiv:2504.11438},
  url          = {https://arxiv.org/abs/2504.11438}
}

Contributors

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Paper for LewisClifton/Chula-WBC-8

Mamba-Based Ensemble learning for White Blood Cell Classification

Paper • 2504.11438 • Published Apr 15, 2025