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settingAblatedFlamingo-3B Changed original value valueParam. Step count↓ time↓CoCo CIDEr↑OKVQA top1个VQAv2 top1个MSVDQA top1个VATEX CIDEr↑Overall score↑
Flamingo-3B model w/o Video-Text pairs3.2B1.74s86.5 84.242.1 43.055.8 53.936.3 34.553.4 46.070.7 67.3
iTraining dataAll dataw/o Image-Text pairs Image-Text pairs→LAION w/oM3W3.2B 3.2B 3.2B 3.2B1.42s 0.95s 1.74s66.3 79.539.2 41.451.6 53.532.0 33.941.6 47.660.9 66.4
(ii)OptimisationAccumulationRound Robin3.2B1.02s 1.68s54.1 76.136.5 39.852.7 52.131.4 33.223.5 40.853.4 62.9
Tanh gating√X3.2B1.74s78.440.552.935.947.566.5
(iv)Cross-attention architectureGATED XATTN-DENSEVANILLA XATTN2.4B1.16s 1.74s80.6 79.241.553.4 50.832.9 32.250.7 47.866.9 63.1
Cross-attentionGRAFTING Single in middle3.3B 2.0B0.87s71.536.1 38.150.229.142.359.8
(v)frequencyEveryEvery 4th Every 2nd2.3B 2.6B1.02s 1.24s82.3 83.742.7 41.055.1 55.834.6 34.550.8 49.768.8 68.2
(vi)ResamplerPerceiverMLP Transformer3.2B 3.2B1.85s 1.81s78.6 83.242.2 41.754.7 55.635.2 31.544.7 48.366.6 66.7
(vii)Vision encoderNFNet-F6CLIP ViT-L/14 NFNet-F03.1B1.58s 1.45s76.5 73.841.653.4 52.833.2 31.144.5 42.964.9 62.7
(vii)X(random init)2.9B 3.2B2.42s74.840.5 31.545.626.950.157.8
Freezing LM√X (pretrained)3.2B2.42s81.233.747.431.053.962.7
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MethodVQAV2 test-stdCOCOVATEX testVizWizMSRVTTQA testVisDial valid|test-stdYouCook2TextVQA valid|test-stdHatefulMemes test seen
test-devtesttest-devtest-stdvalid
32 shots67.6：113.865.149.8-31.056.8-86.836.0·70.0
Fine-tuned82.082.1138.184.265.765.447.461.859.7118.657.154.186.6
SotA81.381.3149.681.457.2160.646.875.275.4138.754.773.784.6
[133][133][119][153][65][65][51][79][123][132][137][84][152]
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