Table 1 Summary of the top solutions
From: Analysis of the Human Protein Atlas Weakly Supervised Single-Cell Classification competition
Rank | Team name | mAP score | No. of submissions | Overview of methods |
|---|---|---|---|---|
1 | bestfitting | 0.5667 | 480 | Fair cell activation network, rule-based cell labeling based on image-level predictions, transformer |
2 | [red.ai] | 0.55328 | 459 | Cell-level models, image-level models, custom loss |
3 | MPWARE & ZFTurbo & Dieter | 0.54995 | 500 | Puzzle-CAM, image-level models, out-of-fold predictions |
4 | MILIMED | 0.54389 | 258 | Data-centric approach, manual labels, cell-level models |
5 | narsil & David & tito | 0.54243 | 518 | Image-level model predicts images made up of augmentations of one cell |
6 | scumed&Mitotic Spindle | 0.54108 | 435 | Image-level models, cell-level models |
7 | PFCell | 0.54053 | 162 | Image-level models, CAM for cells, pseudo-labels |
8 | Guanshuo Xu | 0.53898 | 62 | Image-level label multiplied with CAMs |
9 | AllDataAreExt & Galixir | 0.53557 | 488 | Cell-level models, image-level models |
10 | [RAPIDS.AI] Cell Game [Rist] | 0.53503 | 166 | Cell-level models, manual label for rare class, treat weak label as noise |
11 | Silvers | 0.53287 | 411 | Cell-level models, image-level models, pseudo-labels |
12 | Andrew Tratz | 0.53049 | 134 | Image-level models, cell-level models |
13 | CVSSP + forecom.ai | 0.52717 | 202 | Manual label for rare class, image-level models, cell-level models |
15 | Fumihiro Kaneko | 0.5186 | 144 | Image-level models, pesudo-labels from CAM |
16 | Looking for the lost cell | 0.51711 | 431 | Pseudo-labels, image-level models, cell-level models |
18 | yuvaramsingh | 0.51559 | 162 | Image-level labels, transformer |
20 | Da Yu | 0.50626 | 88 | Cell-level models, image-level labels |
21 | Alexander Riedel | 0.50249 | 238 | Image-level models multiplied by CAMs |
22 | cool-rabbit | 0.50106 | 399 | Pseudo-labels, cell-level models |
23 | Raman | 0.50016 | 150 | Pseudo-labels, gradient accumulation |
24 | Shai | 0.49222 | 209 | Image-level model multiplied by CAMs |
27 | Mikhail Gurevich | 0.48319 | 85 | Cell-level models (Puzzle-CAM), image-level models, pseudo-labels |
28 | Histopathological Challenger | 0.48066 | 26 | Cell-level models, image-level models, pseudo-labels |
32 | Quoc-Hung To | 0.46893 | 152 | Cell-level models, image-level models |
