Object Localisation on LVIS subset with <= 3 objects (test)
26mIoUPIN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PINVLM Backbone=OpenFlamingo, Method category=PEFT2024.02 | 26 | 24 | 61 | |
| PINVLM Backbone=BLIP-2, Method category=PEFT2024.02 | 26 | 23 | 60 | |
| VPT on φvVLM Backbone=OpenFlamingo, Method category=PEFT2024.02 | 23 | 19 | 56 | |
| LoRA on φvVLM Backbone=OpenFlamingo, Method category=PEFT2024.02 | 23 | 19 | 55 | |
| VPT on FVLM Backbone=OpenFlamingo, Method category=PEFT2024.02 | 19 | 14 | 48 | |
| VPT on FVLM Backbone=BLIP-2, Method category=PEFT2024.02 | 18 | 11 | 47 | |
| VPT on φvVLM Backbone=BLIP-2, Method category=PEFT2024.02 | 17 | 10 | 46 | |
| CoOp on LLMVLM Backbone=OpenFlamingo, Method category=PEFT2024.02 | 13 | 7 | 40 | |
| randomVLM Backbone=OpenFlamingo, Method category=Baselines2024.02 | 7 | 6 | 18 | |
| 5 contextVLM Backbone=OpenFlamingo, Method category=Baselines, context_images=52024.02 | 6 | 4 | 17 | |
| 10 contextVLM Backbone=OpenFlamingo, Method category=Baselines, context_images=102024.02 | 5 | 3 | 15 | |
| 2 contextVLM Backbone=OpenFlamingo, Method category=Baselines, context_images=22024.02 | 4 | 3 | 10 | |
| rawVLM Backbone=OpenFlamingo, Method category=Baselines2024.02 | 0 | 0 | 0 |