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Microscopic blood images More about

Requirements for input images

  • Romanowsky staining;
  • image resolution under 4000x4000 pixels;
  • cell size 100х100 pixels or more for images up to 2000x2000 and 200x200 pixels or more for images up to 4000x4000.

Recognizable blood cells

At the moment, the system recognizes 34 types of blood cells

  • Agranular myeloblast
  • Band neutrophil
  • Bare lymphocyte nuclei
  • Basophilic normoblast (erythrokaryocyte)
  • Hypergranular atypical promyelocyte
  • Hypogranular atypical promyelocyte
  • Large lymphocyte
  • Lymphoblast, L1-L2 subgroups
  • Lymphoblast, L3 subgroups
  • Lymphocyte, variant form
  • Mature basophil
  • Megakaryoblast
  • Metamyelocyte
  • Mitosis
  • Monoblast
  • Monoblast with granularity and Auer rod
  • Monocyte
  • Myelo/Monoblast
  • Myeloblast with Auer rod
  • Myeloblast with azurophilic granules
  • Myeloblast with fuzzy-granules
  • Myelocyte
  • Neuroblastoma
  • No lineage spec blast (Unidentified blast cell)
  • Oxyphilic erythrokaryocyte
  • Plasma cell
  • Polychromatic normoblast (erythrokaryocyte)
  • Promonocyte
  • Promyelocyte
  • Segmental eosinophil
  • Segmental neutrophil
  • Small lymphocyte
  • Smudge cells
  • Undifferentiated anaplastic blast cells

Accuracy click to view

Accuracy by category, %Top-1 error, %Top-2 error, %Top-3 error, %
Band neutrophil84.67Metamyelocyte10.00Segmental neutrophil1.33Monocyte1.33
Segmental neutrophil86.96Band neutrophil11.30Smudge cells0.87Metamyelocyte0.87
Myelocyte82.17Promyelocyte12.10Metamyelocyte3.18Monocyte0.64
Metamyelocyte72.58Myelocyte16.94Band neutrophil4.84Promyelocyte1.61
Promyelocyte86.18Myelocyte8.13Myeloblast with azurophilic granules2.44Monoblast1.63
Small lymphocyte72.27Lymphocyte, variant form11.76Bare lymphocyte nuclei6.72Lymphoblast, L1-L2 subgroups6.72
Large lymphocyte92.08Lymphocyte, variant form5.94Myelocyte0.99Monocyte0.99
Lymphocyte, variant form66.97Small lymphocyte15.60Bare lymphocyte nuclei4.59Large lymphocyte4.59
Plasma cell94.96Lymphocyte, variant form1.68Smudge cells1.68Basophilic normoblast (erythrokaryocyte)1.68
Bare lymphocyte nuclei86.00Small lymphocyte8.00Lymphocyte, variant form4.00Agranular myeloblast1.00
Hypergranular atypical promyelocyte83.76Hypogranular atypical promyelocyte8.12Myeloblast with azurophilic granules2.58Agranular myeloblast2.21
Hypogranular atypical promyelocyte79.59Hypergranular atypical promyelocyte10.20Monoblast2.38Megakaryoblast2.04
Monoblast83.83Agranular myeloblast2.40Promonocyte2.40Megakaryoblast2.10
Promonocyte63.64Monoblast24.68Myelo/Monoblast3.25Monocyte1.95
Lymphoblast, L1-L2 subgroups86.10Agranular myeloblast3.02Undifferentiated anaplastic blast cells2.35Megakaryoblast1.68
Lymphoblast, L3 subgroups91.99Lymphoblast, L1-L2 subgroups2.09Smudge cells1.39Megakaryoblast1.05
Megakaryoblast91.00Lymphoblast, L1-L2 subgroups1.90Monoblast1.90Myelo/Monoblast0.95
Monoblast with granularity and Auer rod82.35Monoblast10.78Myeloblast with azurophilic granules3.92Megakaryoblast1.96
Undifferentiated anaplastic blast cells65.90Myeloblast with fuzzy-granules12.64Agranular myeloblast9.58Lymphoblast, L1-L2 subgroups1.92
Basophilic normoblast (erythrokaryocyte)59.73Polychromatic normoblast (erythrokaryocyte)30.87Oxyphilic erythrokaryocyte2.01Small lymphocyte2.01
Polychromatic normoblast (erythrokaryocyte)79.41Oxyphilic erythrokaryocyte11.18Basophilic normoblast (erythrokaryocyte)7.06Small lymphocyte1.18
Oxyphilic erythrokaryocyte85.00Polychromatic normoblast (erythrokaryocyte)13.00Band neutrophil1.00Small lymphocyte1.00
Myeloblast with fuzzy-granules55.10Myeloblast with azurophilic granules17.01Agranular myeloblast13.61Monoblast3.40
Myeloblast with azurophilic granules66.21Myeloblast with fuzzy-granules13.79Agranular myeloblast9.66Hypogranular atypical promyelocyte2.76
Agranular myeloblast70.57Myeloblast with fuzzy-granules9.22Lymphoblast, L1-L2 subgroups5.32Monoblast4.26
Myelo/Monoblast80.86Monoblast4.94Agranular myeloblast2.47Megakaryoblast2.16
Myeloblast with Auer rod79.00Agranular myeloblast8.00Myeloblast with fuzzy-granules6.00Myelo/Monoblast2.00
Segmental eosinophil89.81No lineage spec blast (Unidentified blast cell)5.10Segmental neutrophil2.55Band neutrophil1.27
Monocyte85.58Large lymphocyte5.77Metamyelocyte2.88Megakaryoblast1.92
No lineage spec blast (Unidentified blast cell)76.00Undifferentiated anaplastic blast cells8.00Megakaryoblast2.00Lymphocyte, variant form2.00
Smudge cells87.06Lymphoblast, L1-L2 subgroups2.94Polychromatic normoblast (erythrokaryocyte)2.94Metamyelocyte2.35
Neuroblastoma95.45Lymphoblast, L1-L2 subgroups2.60Smudge cells1.30Mitosis0.65
Mitosis95.04Lymphoblast, L3 subgroups0.83Myeloblast with fuzzy-granules0.83Myelocyte0.83
Mature basophil100.00Plasma cell0.00Lymphoblast, L1-L2 subgroups0.00Promonocyte0.00