Pathology Report Generation on Multi-organ pathology dataset (test)
0.5507BLEU-1MR-ViT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MR-ViTvariant=R (Ours), diagnosis guidance (Gd)=true, classification tags (Clstag)=true, generating whole report at once=false2024.09 | 0.5507 | 0.5773 | 0.6022 | 0.5184 | 0.4925 | 0.4654 | 0.6834 | 0.6033 | |
| MR-ViTvariant=R, diagnosis guidance (Gd)=false, classification tags (Clstag)=true, generating whole report at once=false2024.09 | 0.5362 | 0.5786 | 0.5886 | 0.5029 | 0.4771 | 0.45 | 0.6813 | 0.5922 | |
| MR-ViTvariant=R, diagnosis guidance (Gd)=false, classification tags (Clstag)=false, generating whole report at once=false2024.09 | 0.5292 | — | — | 0.4982 | 0.4739 | 0.449 | 0.667 | 0.5888 | |
| MR-ViTvariant=R, diagnosis guidance (Gd)=true, classification tags (Clstag)=false, generating whole report at once=false2024.09 | 0.5066 | — | — | 0.4719 | 0.4444 | 0.4154 | 0.657 | 0.5747 | |
| MR-ViTvariant=L, generating whole report at once=false2024.09 | 0.4948 | 0.4384 | 0.4285 | 0.4566 | 0.4274 | 0.3979 | 0.6334 | 0.5449 | |
| HIPTvariant=L, generating whole report at once=false2024.09 | 0.4053 | 0.1808 | 0.2212 | 0.3589 | 0.3298 | 0.3046 | 0.5381 | 0.4501 | |
| MR-ViTvariant=S, generating whole report at once=true2024.09 | 0.3952 | — | — | 0.3739 | 0.3518 | 0.3319 | 0.4797 | 0.5137 | |
| HIPTvariant=R, generating whole report at once=false2024.09 | 0.3866 | 0.1392 | 0.1913 | 0.3364 | 0.3057 | 0.2819 | 0.5122 | 0.4194 | |
| HIPTvariant=S, generating whole report at once=true2024.09 | 0.1456 | — | — | 0.1387 | 0.1305 | 0.1187 | 0.2311 | 0.288 |