Object Counting on Pascal VOC (test)
0.29RMSECountSeg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CountSegInstance supervision=false2020.04 | 0.29 | 1.14 | 0.17 | 0.61 | — | — | — | — | |
| LC-ResFCNInstance supervision=true2020.04 | 0.31 | 1.2 | 0.17 | 0.61 | — | — | — | — | |
| LC-PSPNetInstance supervision=true2020.04 | 0.35 | 1.32 | 0.2 | 0.7 | — | — | — | — | |
| MoVieInstance supervision=false2020.04 | 0.36 | 1.37 | 0.18 | 0.56 | — | — | — | — | |
| glance-noft-2LInstance supervision=false2020.04 | 0.5 | 1.83 | 0.27 | 0.73 | — | — | — | — | |
| LVLM-CountBase LVLM=Gemma 3 27B2024.12 | 6.16 | — | — | — | 2.97 | — | — | — | |
| LVLM-CountBase LVLM=Gemma 3 27B2024.12 | 6.16 | — | — | — | 2.97 | -0.43 | — | -1.38 | |
| CountGD2024.12 | 7.01 | — | — | — | 2.81 | — | — | — | |
| CountGD2024.12 | 7.01 | — | — | — | 2.81 | — | — | — | |
| LVLM-CountBase LVLM=GPT-4o2024.12 | 7.17 | — | — | — | 3.42 | — | — | — | |
| LVLM-CountBase LVLM=GPT-4o2024.12 | 7.17 | — | — | — | 3.42 | -1.22 | — | -1.39 | |
| Number of the target segmentation masks2024.12 | 7.47 | — | — | — | 4.03 | — | — | — | |
| Gemma 3 27B2024.12 | 7.54 | — | — | — | 3.4 | — | — | — | |
| Gemma 3 27B2024.12 | 7.54 | — | — | — | 3.4 | — | — | — | |
| LVLM-CountBase LVLM=Qwen2 VL 72B AWQ2024.12 | 7.76 | — | — | — | 4.12 | — | — | — | |
| LVLM-CountBase LVLM=Qwen2 VL 72B AWQ2024.12 | 7.76 | — | — | — | 4.12 | -0.68 | — | -0.95 | |
| GroundingRec2024.12 | 7.8 | — | — | — | 4.05 | — | — | — | |
| GroundingRec2024.12 | 7.8 | — | — | — | 4.05 | — | — | — | |
| GPT-4o2024.12 | 8.56 | — | — | — | 4.64 | — | — | — | |
| GPT-4o2024.12 | 8.56 | — | — | — | 4.64 | — | — | — | |
| Qwen2 VL 72B AWQ2024.12 | 8.71 | — | — | — | 4.8 | — | — | — | |
| Qwen2 VL 72B AWQ2024.12 | 8.71 | — | — | — | 4.8 | — | — | — | |
| GPT-4o counting target segmentaion masks2024.12 | 15.09 | — | — | — | 6.6 | — | — | — | |
| TrainingFree2024.12 | 18.18 | — | — | — | 12.03 | — | — | — | |
| TFOC2024.12 | 18.18 | — | — | — | 12.03 | — | — | — | |
| DAVEprm2024.12 | 22.81 | — | — | — | 12.39 | — | — | — | |
| DAVEprm2024.12 | 22.81 | — | — | — | 12.39 | — | — | — |