Clustering on ArtELingo
0.97SIPercepT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PercepTlambda_R=12026.06 | 0.97 | 291,574 | 0.33 | 0.04 | 0.18 | 0.3 | 0.14 | 0.19 | 0.12 | |
| PercepTEmbedding=hc, DEC Loss=true2026.06 | 0.91 | 146,645 | 0.15 | 0.01 | 0.05 | 0.07 | 0.03 | 0.05 | 0.08 | |
| PercepTlambda_R=0.12026.06 | 0.83 | 16,447 | 0.43 | 0.03 | 0.15 | 0.2 | 0.12 | 0.15 | 0.1 | |
| PercepTEmbedding=hconcat, DEC Loss=true2026.06 | 0.83 | 8,153 | 0.53 | 0.01 | 0.03 | 0.04 | 0.02 | 0.03 | 0.1 | |
| PercepTlambda_R=102026.06 | 0.71 | 35,006 | 0.37 | 0.03 | 0.18 | 0.29 | 0.14 | 0.19 | 0.1 | |
| PercepTlambda_R=1002026.06 | 0.58 | 32,058 | 0.55 | 0.02 | 0.16 | 0.25 | 0.12 | 0.16 | 0.09 | |
| BERTopic-MM2026.06 | 0.37 | 125,757 | 0.98 | 0.01 | 0.07 | 0.12 | 0.05 | 0.07 | 0.07 | |
| CEMTM2026.06 | 0.2 | 3,227 | 0.81 | 0.01 | 0.01 | 0.04 | 0.03 | 0.03 | 0.1 | |
| PercepTEmbedding=hc, DEC Loss=false2026.06 | 0.13 | 179 | 1.51 | 0.01 | 0.08 | 0.12 | 0.06 | 0.08 | 0.09 | |
| PercepTEmbedding=hconcat, DEC Loss=false2026.06 | 0.09 | 39 | 2.41 | 0.01 | 0.07 | 0.11 | 0.05 | 0.07 | 0.07 | |
| VLM2VEC v12026.06 | 0.03 | 44 | 3.05 | 0.02 | 0.16 | 0.26 | 0.14 | 0.18 | 0.09 | |
| VLM2VEC v22026.06 | 0.03 | 40 | 3.19 | 0.01 | 0.11 | 0.23 | 0.1 | 0.14 | 0.08 | |
| CLIP2026.06 | 0.02 | 1,309 | 3.23 | 0.01 | 0.09 | 0.15 | 0.06 | 0.09 | 0.08 | |
| CLIP + Emo2026.06 | 0.02 | 1,236.09 | 3.35 | 0.02 | 0.14 | 0.24 | 0.1 | 0.14 | 0.09 | |
| PercepTEmbedding=h, DEC Loss=false2026.06 | 0.02 | 13 | 3.09 | 0.03 | 0.16 | 0.32 | 0.14 | 0.19 | 0.1 |