CoCa - Google Brain

Reported on 32 benchmarks across 1 task

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing32 results

Image Captioningonnocaps near-domain
B1
87.53
best: 88.9 (GIT2, Single Model)
Image Captioningonnocaps near-domain
B2
74.49
best: 75.86 (GIT2, Single Model)
Image Captioningonnocaps near-domain
B3
57.89
best: 58.99 (PaLI)
Image Captioningonnocaps near-domain
B4
38.92
best: 39.98 (PaLI)
Image Captioningonnocaps near-domain
CIDEr
120.73
best: 125.51 (GIT2, Single Model)
Image Captioningonnocaps near-domain
METEOR
32.71
best: 33.47 (PaLI)
Image Captioningonnocaps near-domain
ROUGE-L
62.91
best: 63.99 (PaLI)
Image Captioningonnocaps near-domain
SPICE
15.54
best: 16.11 (GIT2, Single Model)
Image Captioningonnocaps entire
B1
87.01
best: 88.1 (GIT, Single Model)
Image Captioningonnocaps entire
B2
73.71
best: 74.81 (GIT, Single Model)
Image Captioningonnocaps entire
B3
56.88
best: 57.68 (GIT, Single Model)
Image Captioningonnocaps entire
B4
37.71
Image Captioningonnocaps entire
CIDEr
120.55
best: 126.8 (Lyrics)
Image Captioningonnocaps entire
METEOR
32.29
best: 32.5 (GIT, Single Model)
Image Captioningonnocaps entire
ROUGE-L
62.52
best: 63.12 (GIT, Single Model)
Image Captioningonnocaps entire
SPICE
15.47
best: 15.94 (GIT, Single Model)
Image Captioningonnocaps out-of-domain
B1
84.75
best: 86.28 (PaLI)
Image Captioningonnocaps out-of-domain
B2
70.24
best: 71.28 (GIT, Single Model)
Image Captioningonnocaps out-of-domain
B3
52.13
best: 52.66 (GIT, Single Model)
Image Captioningonnocaps out-of-domain
B4
31.89
best: 32 (PaLI)
Image Captioningonnocaps out-of-domain
CIDEr
121.69
best: 126.67 (PaLI)
Image Captioningonnocaps out-of-domain
METEOR
30.18
best: 30.99 (PaLI)
Image Captioningonnocaps out-of-domain
ROUGE-L
60.57
best: 61.35 (PaLI)
Image Captioningonnocaps out-of-domain
SPICE
15.13
best: 15.7 (GIT, Single Model)
Image Captioningonnocaps in-domain
B1
87.27
best: 88.86 (GIT2, Single Model)
Image Captioningonnocaps in-domain
B2
74.29
best: 76.1 (GIT, Single Model)
Image Captioningonnocaps in-domain
B3
58.01
best: 60.53 (GIT, Single Model)
Image Captioningonnocaps in-domain
B4
39.24
best: 41.65 (GIT, Single Model)
Image Captioningonnocaps in-domain
CIDEr
117.9
best: 149.1 (PaLI)
Image Captioningonnocaps in-domain
METEOR
33.01
best: 34.22 (PaLI)
Image Captioningonnocaps in-domain
ROUGE-L
63.12
best: 64.39 (PaLI)
Image Captioningonnocaps in-domain
SPICE
15.49
best: 16.36 (GIT2, Single Model)