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README.md
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# Results
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### Pretrain
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| Model | Shot | COCO (val) | NoCaps (val) | TextCaps (val) | OKVQA (val) | TextVQA (val) | VizWiz (testdev) | VQAv2 (testdev) |
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|-------------|------|------------|--------------|----------------|--------------|---------------|------------------|-----------------|
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| Flamingo-3B | 4 | 85.0 | - | - | 43.3 | 32.7 | 34 | 53.2 |
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| | 4 | 110.5 | **101.7** | **84.6** | **49.2** | **46.1** | **38.4** | **63.9** |
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| | 8 | 112.1 | 104.4 | 87.7 | **49.1** | **46.4** | 44.3 | **63.8** |
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### Instruct
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| Model | SEED-IMG | MMBench(dev) | MME-total | MME-P | MME-C | MMStar | MMMU (val) | MMVet | MathVista (mini) | ScienceQA (test) | POPE | AI2D | |
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|----------------------------|----------|--------------|-----------|----------|---------|----------|------------|----------|------------------|------------------|----------|----------|---|
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| MM1-3B-Chat | 68.8 | **75.9** | 1761 | **1482** | 279 | - | 33.9 | 43.7 | - | - | **87.4** | - | |
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# Results
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### Pretrain (base model without instruction tuning)
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| Model | Shot | COCO (val) | NoCaps (val) | TextCaps (val) | OKVQA (val) | TextVQA (val) | VizWiz (testdev) | VQAv2 (testdev) |
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|-------------|------|------------|--------------|----------------|--------------|---------------|------------------|-----------------|
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| Flamingo-3B | 4 | 85.0 | - | - | 43.3 | 32.7 | 34 | 53.2 |
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| | 4 | 110.5 | **101.7** | **84.6** | **49.2** | **46.1** | **38.4** | **63.9** |
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| | 8 | 112.1 | 104.4 | 87.7 | **49.1** | **46.4** | 44.3 | **63.8** |
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### Instruct (after instruction tuning)
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| Model | SEED-IMG | MMBench(dev) | MME-total | MME-P | MME-C | MMStar | MMMU (val) | MMVet | MathVista (mini) | ScienceQA (test) | POPE | AI2D | |
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|----------------------------|----------|--------------|-----------|----------|---------|----------|------------|----------|------------------|------------------|----------|----------|---|
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| MM1-3B-Chat | 68.8 | **75.9** | 1761 | **1482** | 279 | - | 33.9 | 43.7 | - | - | **87.4** | - | |
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