Image Captioning on COCO 2017 (val)
115.44CIDErLLaVA-v1.5-13B + Visual Lazy Attention
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLaVA-v1.5-13B + Visual Lazy AttentionBase Model=LLaVA-v1.5-13B, Optimization Method=Visual Lazy Attention2026.02 | 115.44 | — | — | |
| LLaVA-v1.5-7BBase Model=LLaVA-v1.5-7B, Optimization Method=None2026.02 | 110.43 | — | — | |
| Flamingo-9BShots=322023.08 | 106.3 | — | — | |
| LLaVA-NEXT-13B + Visual Lazy AttentionBase Model=LLaVA-NEXT-13B, Optimization Method=Visual Lazy Attention2026.02 | 101.91 | — | — | |
| OpenFlamingo-9BShots=322023.08 | 99.5 | — | — | |
| OpenFlamingo-4B (Instruct)Shots=322023.08 | 99.2 | — | — | |
| Flamingo-3BShots=322023.08 | 99 | — | — | |
| OpenFlamingo-4BShots=322023.08 | 95.1 | — | — | |
| OpenFlamingo-3B (Instruct)Shots=322023.08 | 94.8 | — | — | |
| Flamingo-9BShots=42023.08 | 93.1 | — | — | |
| OpenFlamingo-3BShots=322023.08 | 93 | — | — | |
| OpenFlamingo-9BShots=42023.08 | 89 | — | — | |
| OpenFlamingo-4B (Instruct)Shots=42023.08 | 85.8 | — | — | |
| Flamingo-3BShots=42023.08 | 85 | — | — | |
| OpenFlamingo-3B (Instruct)Shots=42023.08 | 82.7 | — | — | |
| OpenFlamingo-4BShots=42023.08 | 81.8 | — | — | |
| OpenFlamingo-4B (Instruct)Shots=02023.08 | 81.2 | — | — | |
| OpenFlamingo-9BShots=02023.08 | 79.5 | — | — | |
| Flamingo-9BShots=02023.08 | 79.4 | — | — | |
| OpenFlamingo-3BShots=42023.08 | 77.3 | — | — | |
| OpenFlamingo-4BShots=02023.08 | 76.7 | — | — | |
| OpenFlamingo-3BShots=02023.08 | 74.9 | — | — | |
| OpenFlamingo-3B (Instruct)Shots=02023.08 | 74.4 | — | — | |
| Flamingo-3BShots=02023.08 | 73 | — | — | |
| Baseline ResNet+LSTMBackbone=ResNet, Decoder=LSTM2025.12 | — | 32.46 | — | |
| Baseline ResNet+Transf.Backbone=ResNet, Decoder=Transformer2025.12 | — | 23.36 | — | |
| C10C-RESNETLSTMDecoder Type=GRU(+Attn), Epochs=32025.12 | — | 9.14 | — | |
| C10C-ResNetTransformerDecoder Type=GRU (feat-init), Epochs=32025.12 | — | 6.37 | — | |
| C1C-RESNETLSTMDecoder Type=LSTM, Epochs=32025.12 | — | 10.5 | — | |
| C5C-RESNETLSTMDecoder Type=LSTM, Epochs=32025.12 | — | 11.92 | — | |
| C5C-ResNetTransformerDecoder Type=Transformer, Epochs=32025.12 | — | 8.62 | — | |
| FROMAGE2023.05 | — | 10.23 | 28.73 | |
| GILL2023.05 | — | 10.59 | 25.29 |