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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 neutrophil | 84.67 | Metamyelocyte | 10.00 | Segmental neutrophil | 1.33 | Monocyte | 1.33 |
| Segmental neutrophil | 86.96 | Band neutrophil | 11.30 | Smudge cells | 0.87 | Metamyelocyte | 0.87 |
| Myelocyte | 82.17 | Promyelocyte | 12.10 | Metamyelocyte | 3.18 | Monocyte | 0.64 |
| Metamyelocyte | 72.58 | Myelocyte | 16.94 | Band neutrophil | 4.84 | Promyelocyte | 1.61 |
| Promyelocyte | 86.18 | Myelocyte | 8.13 | Myeloblast with azurophilic granules | 2.44 | Monoblast | 1.63 |
| Small lymphocyte | 72.27 | Lymphocyte, variant form | 11.76 | Bare lymphocyte nuclei | 6.72 | Lymphoblast, L1-L2 subgroups | 6.72 |
| Large lymphocyte | 92.08 | Lymphocyte, variant form | 5.94 | Myelocyte | 0.99 | Monocyte | 0.99 |
| Lymphocyte, variant form | 66.97 | Small lymphocyte | 15.60 | Bare lymphocyte nuclei | 4.59 | Large lymphocyte | 4.59 |
| Plasma cell | 94.96 | Lymphocyte, variant form | 1.68 | Smudge cells | 1.68 | Basophilic normoblast (erythrokaryocyte) | 1.68 |
| Bare lymphocyte nuclei | 86.00 | Small lymphocyte | 8.00 | Lymphocyte, variant form | 4.00 | Agranular myeloblast | 1.00 |
| Hypergranular atypical promyelocyte | 83.76 | Hypogranular atypical promyelocyte | 8.12 | Myeloblast with azurophilic granules | 2.58 | Agranular myeloblast | 2.21 |
| Hypogranular atypical promyelocyte | 79.59 | Hypergranular atypical promyelocyte | 10.20 | Monoblast | 2.38 | Megakaryoblast | 2.04 |
| Monoblast | 83.83 | Agranular myeloblast | 2.40 | Promonocyte | 2.40 | Megakaryoblast | 2.10 |
| Promonocyte | 63.64 | Monoblast | 24.68 | Myelo/Monoblast | 3.25 | Monocyte | 1.95 |
| Lymphoblast, L1-L2 subgroups | 86.10 | Agranular myeloblast | 3.02 | Undifferentiated anaplastic blast cells | 2.35 | Megakaryoblast | 1.68 |
| Lymphoblast, L3 subgroups | 91.99 | Lymphoblast, L1-L2 subgroups | 2.09 | Smudge cells | 1.39 | Megakaryoblast | 1.05 |
| Megakaryoblast | 91.00 | Lymphoblast, L1-L2 subgroups | 1.90 | Monoblast | 1.90 | Myelo/Monoblast | 0.95 |
| Monoblast with granularity and Auer rod | 82.35 | Monoblast | 10.78 | Myeloblast with azurophilic granules | 3.92 | Megakaryoblast | 1.96 |
| Undifferentiated anaplastic blast cells | 65.90 | Myeloblast with fuzzy-granules | 12.64 | Agranular myeloblast | 9.58 | Lymphoblast, L1-L2 subgroups | 1.92 |
| Basophilic normoblast (erythrokaryocyte) | 59.73 | Polychromatic normoblast (erythrokaryocyte) | 30.87 | Oxyphilic erythrokaryocyte | 2.01 | Small lymphocyte | 2.01 |
| Polychromatic normoblast (erythrokaryocyte) | 79.41 | Oxyphilic erythrokaryocyte | 11.18 | Basophilic normoblast (erythrokaryocyte) | 7.06 | Small lymphocyte | 1.18 |
| Oxyphilic erythrokaryocyte | 85.00 | Polychromatic normoblast (erythrokaryocyte) | 13.00 | Band neutrophil | 1.00 | Small lymphocyte | 1.00 |
| Myeloblast with fuzzy-granules | 55.10 | Myeloblast with azurophilic granules | 17.01 | Agranular myeloblast | 13.61 | Monoblast | 3.40 |
| Myeloblast with azurophilic granules | 66.21 | Myeloblast with fuzzy-granules | 13.79 | Agranular myeloblast | 9.66 | Hypogranular atypical promyelocyte | 2.76 |
| Agranular myeloblast | 70.57 | Myeloblast with fuzzy-granules | 9.22 | Lymphoblast, L1-L2 subgroups | 5.32 | Monoblast | 4.26 |
| Myelo/Monoblast | 80.86 | Monoblast | 4.94 | Agranular myeloblast | 2.47 | Megakaryoblast | 2.16 |
| Myeloblast with Auer rod | 79.00 | Agranular myeloblast | 8.00 | Myeloblast with fuzzy-granules | 6.00 | Myelo/Monoblast | 2.00 |
| Segmental eosinophil | 89.81 | No lineage spec blast (Unidentified blast cell) | 5.10 | Segmental neutrophil | 2.55 | Band neutrophil | 1.27 |
| Monocyte | 85.58 | Large lymphocyte | 5.77 | Metamyelocyte | 2.88 | Megakaryoblast | 1.92 |
| No lineage spec blast (Unidentified blast cell) | 76.00 | Undifferentiated anaplastic blast cells | 8.00 | Megakaryoblast | 2.00 | Lymphocyte, variant form | 2.00 |
| Smudge cells | 87.06 | Lymphoblast, L1-L2 subgroups | 2.94 | Polychromatic normoblast (erythrokaryocyte) | 2.94 | Metamyelocyte | 2.35 |
| Neuroblastoma | 95.45 | Lymphoblast, L1-L2 subgroups | 2.60 | Smudge cells | 1.30 | Mitosis | 0.65 |
| Mitosis | 95.04 | Lymphoblast, L3 subgroups | 0.83 | Myeloblast with fuzzy-granules | 0.83 | Myelocyte | 0.83 |
| Mature basophil | 100.00 | Plasma cell | 0.00 | Lymphoblast, L1-L2 subgroups | 0.00 | Promonocyte | 0.00 |