Image Captioning on TextCaps (val)
163.7CIDErPaLI-X
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PaLI-XOCR pipeline input=true2023.05 | 163.7 | — | — | — | — | — | — | — | — | — | |
| PaLI-3 (Specialist)OCR pipeline input=true, Model Category=Specialist, Reference Citation=[8]2023.12 | 161 | — | — | — | — | — | — | — | — | — | |
| PaLIOCR pipeline input=true2023.05 | 160.4 | — | — | — | — | — | — | — | — | — | |
| PaLINumber of parameters=17B2022.09 | 160 | — | — | — | — | — | — | — | — | — | |
| SMoLA-PaLI-3FTOCR pipeline input=true, Model Category=Generalist, Backbone=PaLI-32023.12 | 159.3 | — | — | — | — | — | — | — | — | — | |
| PaLI-3 (Specialist)OCR pipeline input=false, Model Category=Specialist, Reference Citation=[8]2023.12 | 158.8 | — | — | — | — | — | — | — | — | — | |
| SMoLA-PaLI-3FTOCR pipeline input=false, Model Category=Generalist, Backbone=PaLI-32023.12 | 156.7 | — | — | — | — | — | — | — | — | — | |
| SMoLA-PaLI-XFTOCR pipeline input=true, Model Category=Generalist, Backbone=PaLI-X2023.12 | 154.7 | — | — | — | — | — | — | — | — | — | |
| CogVLMOCR pipeline input=false, Model Category=Generalist2023.12 | 151.3 | — | — | — | — | — | — | — | — | — | |
| PaLINumber of parameters=15B2022.09 | 150.1 | — | — | — | — | — | — | — | — | — | |
| GIT2Number of parameters=5.1B2022.09 | 148.6 | — | — | — | — | — | — | — | — | — | |
| GIT22022.05 | 148.6 | 38.4 | 28.3 | — | 21.9 | 54.6 | — | — | — | — | |
| PaLI-XOCR pipeline input=false2023.05 | 147 | — | — | — | — | — | — | — | — | — | |
| GIT2OCR pipeline input=false2023.05 | 145 | — | — | — | — | — | — | — | — | — | |
| SMoLA-PaLI-XFTOCR pipeline input=false, Model Category=Generalist, Backbone=PaLI-X2023.12 | 144.6 | — | — | — | — | — | — | — | — | — | |
| GITNumber of parameters=0.7B2022.09 | 143.7 | — | — | — | — | — | — | — | — | — | |
| GIT2022.05 | 143.7 | 37 | 27.6 | — | 21.1 | 54.1 | — | — | — | — | |
| PaLINumber of parameters=3B2022.09 | 143.6 | — | — | — | — | — | — | — | — | — | |
| Human2021.05 | 125.5 | 24.4 | 26.1 | 47 | 18.8 | — | — | — | — | — | |
| TAPchallenge_winner=CVPR 2021 workshop challenge2022.05 | 119 | 28.1 | 24.4 | — | 17.7 | 49.3 | — | — | — | — | |
| mPLUG-DocOwlOCR pipeline input=false, Model Category=Generalist2023.12 | 111.9 | — | — | — | — | — | — | — | — | — | |
| TAP2022.05 | 109.2 | 25.8 | 23.8 | — | 17.1 | 47.9 | — | — | — | — | |
| GITvariant=L2022.05 | 106.3 | 30.6 | 24.6 | — | 18.6 | 50.3 | — | — | — | — | |
| Anc.-Cap.2022.05 | 95.5 | 24.7 | 22.5 | — | 15.9 | 47.1 | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=TextOCR, OCR Feature=MTS v3 LH (from 9)2021.05 | 91.99 | 24.1 | 21.98 | 46.65 | 15.08 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=TextOCR, OCR Feature=MTS v3 fc7 (from 8)2021.05 | 91.44 | 23.76 | 21.86 | 46.38 | 15.14 | — | — | — | — | — | |
| M4C-CaptionerOCR Source=Rosetta (OCR-en), OCR Feature=Object detector fc72021.05 | 89.6 | 23.3 | 22 | 46.2 | 15.6 | — | — | — | — | — | |
| M4C-Cap.source=Sidorov et al. (2020)2022.05 | 89.6 | 23.3 | 22 | — | 15.6 | 46.2 | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (TextOCR-en), OCR Feature=MTS v3 LH2021.05 | 86.87 | 23.41 | 21.45 | 45.69 | 14.75 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (TextOCR), OCR Feature=MTS v3 LH2021.05 | 85.32 | 23.33 | 21.3 | 45.71 | 14.62 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (TextOCR), OCR Feature=MTS v3 fc72021.05 | 84.99 | 23.01 | 21.27 | 45.65 | 14.58 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (TextOCR-en), OCR Feature=MTS v3 fc72021.05 | 84.54 | 23.11 | 21.37 | 45.57 | 14.68 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (COCO-Text+TT), OCR Feature=MTS v3 LH2021.05 | 81.55 | 23.05 | 20.88 | 45.45 | 14.23 | — | — | — | — | — | |
| PixelM4C-CaptionerOCR Source=MTS v3 (COCO-Text+TT), OCR Feature=MTS v3 fc72021.05 | 81.44 | 23.09 | 21.08 | 45.55 | 14.51 | — | — | — | — | — | |
| CAPSFUSIONScale=100M, Evaluation Protocol=Zero-shot2023.10 | 66.2 | — | — | — | 15.2 | — | — | — | — | — | |
| GITvariant=B2022.05 | 64.9 | 24.1 | 21.1 | — | 15.7 | 45.2 | — | — | — | — | |
| CAPSFUSIONScale=50M, Evaluation Protocol=Zero-shot2023.10 | 62.7 | — | — | — | 14.9 | — | — | — | — | — | |
| RawScale=100M, Evaluation Protocol=Zero-shot2023.10 | 59.6 | — | — | — | 12.3 | — | — | — | — | — | |
| CAPSFUSIONScale=10M, Evaluation Protocol=Zero-shot2023.10 | 56.3 | — | — | — | 13.9 | — | — | — | — | — | |
| Mixing (Raw & Syn.)Scale=50M, Evaluation Protocol=Zero-shot2023.10 | 55.5 | — | — | — | 12.7 | — | — | — | — | — | |
| RawScale=50M, Evaluation Protocol=Zero-shot2023.10 | 55.2 | — | — | — | 11.7 | — | — | — | — | — | |
| Mixing (Raw & Syn.)Scale=100M, Evaluation Protocol=Zero-shot2023.10 | 55.1 | — | — | — | 12.3 | — | — | — | — | — | |
| Mixing (Raw & Syn.)Scale=10M, Evaluation Protocol=Zero-shot2023.10 | 51.7 | — | — | — | 12.4 | — | — | — | — | — | |
| SyntheticScale=50M, Evaluation Protocol=Zero-shot2023.10 | 46.7 | — | — | — | 13.2 | — | — | — | — | — | |
| SyntheticScale=100M, Evaluation Protocol=Zero-shot2023.10 | 46.5 | — | — | — | 13.1 | — | — | — | — | — | |
| RawScale=10M, Evaluation Protocol=Zero-shot2023.10 | 46.4 | — | — | — | 10.5 | — | — | — | — | — | |
| Mixing (Raw & LR)Scale=10M, Evaluation Protocol=Zero-shot2023.10 | 44.6 | — | — | — | 10.3 | — | — | — | — | — | |
| AoANetsource=Sidorov et al. (2020)2022.05 | 42.7 | 20.4 | 18.9 | — | 13.2 | 42.9 | — | — | — | — | |
| SyntheticScale=10M, Evaluation Protocol=Zero-shot2023.10 | 42.3 | — | — | — | 12.7 | — | — | — | — | — | |
| BUTDsource=Sidorov et al. (2020)2022.05 | 41.9 | 20.1 | 17.8 | — | 11.7 | 42.9 | — | — | — | — | |
| Language RewritesScale=10M, Evaluation Protocol=Zero-shot2023.10 | 38.3 | — | — | — | 9.3 | — | — | — | — | — | |
| LoRA-MCLRank (r)=8, Alpha (α)=32, Decoding=BS, Beam=12025.07 | 1.674 | 52 | 33 | — | 25.5 | 59.7 | 59.9 | 82.8 | 69 | 95.5 | |
| PaliGemma-3B (ft)Decoding=DBS (λ = 0.8), Beam=32025.07 | 1.661 | 46.7 | 33.2 | — | 25.7 | 61.1 | 63.5 | 83.5 | 68.9 | 94.9 | |
| PaliGemma-3B (ft)Decoding=DBS (λ = 0.5), Beam=32025.07 | 1.658 | 53.2 | 33 | — | 25.5 | 60.8 | 59.5 | 83.2 | 68.8 | 94.7 | |
| PaliGemma-3B (ft)Decoding=DBS (λ = 1.0), Beam=32025.07 | 1.654 | 43.9 | 33.2 | — | 25.6 | 60.9 | 65.5 | 83.3 | 68.7 | 94.4 | |
| LoRA-MCLRank (r)=8, Alpha (α)=32, Decoding=BS, Beam=22025.07 | 1.627 | 49 | 33.3 | — | 25.8 | 60.4 | 61.8 | 82.4 | 68.7 | 93.2 | |
| LoRA-MoEDecoding=DBS (λ = 1.0), Beam=32025.07 | 1.622 | 42.1 | 32.8 | — | 25.3 | 60.2 | 66.6 | 82.8 | 68.5 | 92.6 | |
| LoRA-MoEDecoding=DBS (λ = 0.8), Beam=32025.07 | 1.616 | 44.1 | 32.7 | — | 25.4 | 60.3 | 65.4 | 82.8 | 68.5 | 92.4 | |
| LoRA-MoEDecoding=DBS (λ = 0.5), Beam=32025.07 | 1.61 | 52.9 | 32.7 | — | 25.8 | 59.8 | 60 | 82.2 | 68.4 | 92.3 | |
| LoRA-MoEDecoding=DBS (λ = 0.8), Beam=62025.07 | 1.608 | 67.8 | 33 | — | 25.5 | 59.6 | 54.5 | 81.3 | 68 | 92.2 | |
| LoRA-MoEDecoding=DBS (λ = 0.5), Beam=62025.07 | 1.607 | 69.8 | 33.1 | — | 25.7 | 59.5 | 53 | 81.4 | 68.1 | 92.3 | |
| LoRA-MoEDecoding=DBS (λ = 1.0), Beam=62025.07 | 1.607 | 67 | 33 | — | 25.4 | 59.6 | 55.1 | 81.3 | 67.9 | 92.1 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 1.0), Beam=32025.07 | 1.601 | 42.5 | 32.7 | — | 25.2 | 60.1 | 66.5 | 82.7 | 68.6 | 91.5 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 0.8), Beam=32025.07 | 1.59 | 43.7 | 32.7 | — | 25.1 | 60.1 | 65.5 | 82.4 | 68.6 | 90.9 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 0.5), Beam=32025.07 | 1.589 | 53.1 | 32.6 | — | 25.5 | 59.6 | 59.7 | 82.1 | 68.5 | 91.2 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 0.8), Beam=32025.07 | 1.589 | 53.1 | 32.6 | — | 25.5 | 59.6 | 59.7 | 82.1 | 68.5 | 91.2 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 1.0), Beam=32025.07 | 1.586 | 41.6 | 32.6 | — | 25 | 59.9 | 66.9 | 82.2 | 68.5 | 90.6 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 0.5), Beam=62025.07 | 1.586 | 69.7 | 32.9 | — | 25.3 | 59.4 | 52.8 | 80.8 | 68.1 | 91.1 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 1.0), Beam=62025.07 | 1.584 | 67.1 | 32.8 | — | 25.1 | 59.2 | 55.1 | 81 | 68 | 90.8 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=DBS (λ = 0.8), Beam=62025.07 | 1.583 | 68.1 | 32.9 | — | 25.3 | 59.3 | 54.2 | 81 | 68 | 90.9 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 0.5), Beam=62025.07 | 1.58 | 69.4 | 32.8 | — | 25.3 | 59.5 | 53.2 | 81.3 | 68.1 | 90.8 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 1.0), Beam=62025.07 | 1.577 | 66.6 | 32.8 | — | 25 | 59.2 | 55.3 | 81.2 | 68 | 90.4 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 0.8), Beam=62025.07 | 1.573 | 67.1 | 32.8 | — | 25.1 | 59.3 | 54.9 | 81.2 | 68.1 | 90.3 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=BS, Beam=62025.07 | 1.572 | 78.4 | 32.7 | — | 24.8 | 58.5 | 45.6 | 79.6 | 67.2 | 90.3 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=DBS (λ = 0.5), Beam=32025.07 | 1.571 | 52.9 | 32.5 | — | 25.3 | 59.6 | 60 | 81.8 | 68.4 | 90.2 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=BS, Beam=62025.07 | 1.557 | 78.6 | 32.6 | — | 24.6 | 58.3 | 45.7 | 79.5 | 67.1 | 89.5 | |
| LoRA-MoEDecoding=SR BS, Beam=12025.07 | 1.541 | 59.7 | 31.1 | — | 24.3 | 57.6 | 55.6 | 80.9 | 67.8 | 88.3 | |
| LoRA-MLERank (r)=24, Alpha (α)=96, Decoding=BS, Beam=32025.07 | 1.517 | 68.8 | 31.5 | — | 24.4 | 58 | 50.9 | 80.2 | 67 | 87.3 | |
| LoRA-MLERank (r)=8, Alpha (α)=32, Decoding=BS, Beam=32025.07 | 1.517 | 83.3 | 31.7 | — | 24.1 | 57.3 | 42.1 | 78.8 | 67 | 87.4 | |
| AdaLoRA2026.02 | — | — | — | — | — | 38 | — | — | — | — | |
| LoRArank=642026.02 | — | — | — | — | — | 42.6 | — | — | — | — | |
| MARS2026.02 | — | — | — | — | — | 42.9 | — | — | — | — |