Scene Graph Classification (SGCls) on 3DSSG
0.357mR@20VL-SAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-SATBackbone=PointTransformer, Initialization=ToLL, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.357 | 0.367 | — | |
| SGFNBackbone=PointTransformer, Initialization=ToLL, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.352 | 0.366 | — | |
| VL-SATBackbone=PointTransformer, Initialization=PointDif, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.335 | 0.342 | — | |
| SGFNBackbone=PointTransformer, Initialization=PointDif, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.322 | 0.335 | — | |
| VL-SATBackbone=PointNet, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.318 | 0.324 | — | |
| OCRLBackbone=PointTransformer, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.317 | 0.338 | — | |
| VL-SATGraph Constraint=true2023.03 | 0.31 | 0.326 | 0.327 | |
| VL-SATBackbone=PointTransformer, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.303 | 0.328 | — | |
| VL-SATBackbone=PointTransformer, Initialization=ToLL, Fine-tuning Protocol=MLP-only2026.03 | 0.303 | 0.312 | — | |
| OCRLBackbone=PointNet, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.297 | 0.315 | — | |
| SGFNBackbone=PointTransformer, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.293 | 0.308 | — | |
| SGFNBackbone=PointTransformer, Initialization=ToLL, Fine-tuning Protocol=MLP-only2026.03 | 0.276 | 0.297 | — | |
| Zhang et al.Graph Constraint=true2023.03 | 0.244 | 0.286 | 0.288 | |
| SchemataGraph Constraint=true2023.03 | 0.238 | 0.27 | 0.272 | |
| SGFNGraph Constraint=true2023.03 | 0.205 | 0.231 | 0.231 | |
| SGFNBackbone=PointNet, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.205 | 0.231 | — | |
| VL-SATBackbone=PointTransformer, Initialization=Random Parameters, Fine-tuning Protocol=MLP-only2026.03 | 0.198 | 0.275 | — | |
| SGPNGraph Constraint=true2023.03 | 0.197 | 0.226 | 0.231 | |
| SGPNBackbone=PointNet, Initialization=Learning from scratch, Fine-tuning Protocol=Full fine-tuning2026.03 | 0.197 | 0.226 | — | |
| SGFNBackbone=PointTransformer, Initialization=Random Parameters, Fine-tuning Protocol=MLP-only2026.03 | 0.195 | 0.248 | — | |
| KERNGraph Constraint=true2023.03 | 0.095 | 0.115 | 0.119 | |
| Co-OccurrenceGraph Constraint=true2023.03 | 0.088 | 0.127 | 0.129 |