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zlccccc / 3DVL_Codebase

[CVPR2022 Oral] 3DJCG: A Unified Framework for Joint Dense Captioning and Visual Grounding on 3D Point Clouds
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Our codes (and datasets) will be released soon! #1

Closed zlccccc closed 2 years ago

jianghaojun commented 2 years ago

The paper of "3DJCG: A Unified Framework for Joint Dense Captioning and Visual Grounding on 3D Point Clouds" has not been published yet?

zlccccc commented 2 years ago

Our "3DJCG" has been accepted by cvpr2022. We will release the paper and open-source our codes after applying for the patent.

ch3cook-fdu commented 2 years ago

Could you provide the quantitative results on dense captioning and grounding here first?

zlccccc commented 2 years ago
Dense Captioning： Data C@0.25 B-4@0.25 M@0.25 R@0.25 C@0.5 B-4@0.5 M@0.5 R@0.5
Scan2Cap 3D Only 53.73 34.25 26.14 54.95 35.20 22.36 21.44 43.57
3DJCG 3D Only 60.86 39.67 27.45 59.02 47.68 31.53 24.28 51.08
VoteNetRetr 2D + 3D 15.12 18.09 19.93 38.99 10.18 13.38 17.14 33.22
Scan2Cap 2D + 3D 56.82 34.18 26.29 55.27 39.08 23.32 21.97 44.48
3DJCG 2D + 3D 64.70 40.17 27.66 59.23 49.48 31.03 24.22 50.80
Visual Grounding： Validation Set Unique Unique Multiple Multiple Overall Overall
Methods Publication Modality Acc@0.25 Acc@0.5 Acc@0.25 Acc@0.5 Acc@0.25 Acc@0.5
SCRC CVPR16 2D 24.03 9.22 17.77 5.97 18.70 6.45
One-Stage ICCV19 2D 29.32 22.82 18.72 6.49 20.38 9.04
ScanRefer ECCV2020 3D 67.64 46.19 32.06 21.26 38.97 26.10
TGNN AAAI2021 3D 68.61 56.80 29.84 23.18 37.37 29.70
InstanceRefer ICCV2021 3D 77.45 66.83 31.27 24.77 40.23 32.93
SAT ICCV2021 3D 73.21 50.83 37.64 25.16 44.54 30.14
3DVG-Transformer ICCV2021 3D 77.16 58.47 38.38 28.70 45.90 34.47
BEAUTY-DETR - 3D - - - - 46.40 -
3D-SPS CVPR2022 3D 81.63 64.77 39.48 29.61 47.65 36.43
3DJCG CVPR2022 3D 78.75 61.30 40.13 30.08 47.62 36.14
ScanRefer ECCV2020 2D + 3D 76.33 53.51 32.73 21.11 41.19 27.40
TGNN AAAI2021 2D + 3D 68.61 56.80 29.84 23.18 37.37 29.70
InstanceRefer ICCV2021 2D + 3D 75.72 64.66 29.41 22.99 38.40 31.08
3DVG-Transformer ICCV2021 2D + 3D 81.93 60.64 39.30 28.42 47.57 34.67
MVT-3DVG CVPR2022 2D + 3D 77.67 66.45 31.92 25.26 40.80 33.26
3D-SPS CVPR2022 2D + 3D 84.12 66.72 40.32 29.82 48.82 36.98
3DJCG CVPR2022 2D + 3D 83.47 64.34 41.39 30.82 49.56 37.33
ch3cook-fdu commented 2 years ago

thanks! that helps a lot!