Results for Open3DIS - only2D

Submission info

Full name Open3DIS: Open-vocabulary 3D Instance Segmentation with 2D Mask Guidance
Publication title Open3DIS: Open-vocabulary 3D Instance Segmentation with 2D Mask Guidance
Publication authors Phuc Nguyen, Tuan Duc Ngo, Evangelos Kalogerakis, Chuang Gan, Anh Tran, Cuong Pham, Khoi Nguyen
Publication venue CVPR 2024
Publication url https://openaccess.thecvf.com/content/CVPR2024/papers/Nguyen_Open3DIS_Open-Vocabulary_3D_Instance_Segmentation_with_2D_Mask_Guidance_CVPR_2024_paper.pdf
Project link open3dis.github.io/
Hardware A100 x 1
Code Code available with license: Apache-2.0 license
Use other data Yes: Grounded SAM / CLIP ViT-L/14@336
Last edited 16 June, 2024

Method details

3D instance segmentation results

mean table door ceiling lamp cabinet blinds curtain chair storage cabinet office chair bookshelf whiteboard window box monitor shelf heater kitchen cabinet sofa bed trash can book plant blanket tv computer tower refrigerator jacket sink bag picture pillow towel suitcase backpack crate keyboard rack toilet printer poster painting microwave shoes socket bottle bucket cushion basket shoe rack telephone file folder laptop plant pot exhaust fan cup coat hanger light switch speaker table lamp kettle smoke detector container power strip slippers paper bag mouse cutting board toilet paper paper towel pot clock pan tap jar soap dispenser binder bowl tissue box whiteboard eraser toilet brush spray bottle headphones stapler marker
AP 0.13096 0.05042 0.24718 0.16268 0.02252 0.07913 0.05692 0.20592 0.26783 0.33115 0.00000 0.33220 0.01814 0.09469 0.40254 0.20062 0.06392 0.02454 0.27949 0.12198 0.35951 0.00000 0.05605 0.00000 0.33468 0.09259 0.22749 0.03175 0.31663 0.18922 0.00000 0.27667 0.13688 0.24721 0.00000 0.02317 0.42082 0.00000 0.45577 0.37286 0.02056 0.04116 0.23450 0.00381 0.06684 0.06330 0.02581 0.35696 0.00000 0.00000 0.15649 0.00000 0.22751 0.04051 0.03476 0.19728 0.03392 0.00000 0.00000 0.00000 0.08935 0.06765 0.00000 0.08128 0.01026 0.08426 0.22745 0.11852 0.14958 0.09383 0.00000 0.48765 0.00000 0.14749 0.00365 0.07305 0.05725 0.07278 0.27513 0.19943 0.10620 0.04941 0.26852 0.33114 0.00000
AP50 0.20480 0.11202 0.44624 0.27700 0.03692 0.14178 0.10364 0.31099 0.36492 0.44686 0.00000 0.43478 0.04729 0.15896 0.51000 0.25239 0.10802 0.03333 0.36410 0.22053 0.48005 0.00000 0.16885 0.00000 0.37255 0.12821 0.34493 0.03571 0.47273 0.28512 0.00000 0.49228 0.23922 0.28846 0.00000 0.03829 0.63899 0.00000 0.54924 0.48837 0.02115 0.04633 0.39062 0.03427 0.11943 0.14530 0.07895 0.47619 0.00000 0.00000 0.36882 0.00000 0.50595 0.07292 0.03646 0.31304 0.10175 0.00000 0.00000 0.00000 0.25000 0.11765 0.00000 0.20690 0.04615 0.15584 0.32500 0.13333 0.23810 0.15556 0.00000 0.76389 0.00000 0.27548 0.01096 0.07407 0.11667 0.13393 0.65476 0.27726 0.10714 0.07453 0.60000 0.38182 0.00000
AP25 0.25255 0.16789 0.47953 0.39109 0.03801 0.16964 0.21455 0.37028 0.44785 0.49631 0.00000 0.44501 0.10308 0.25010 0.54643 0.33809 0.14583 0.07500 0.36508 0.37500 0.52687 0.00000 0.28600 0.00000 0.45076 0.20192 0.34708 0.03750 0.57556 0.32351 0.00000 0.51562 0.27762 0.35490 0.00000 0.05983 0.67614 0.00000 0.55126 0.49807 0.11538 0.04640 0.48750 0.09505 0.14926 0.32462 0.07937 0.47619 0.00000 0.00000 0.45127 0.00000 0.51948 0.07500 0.03906 0.38663 0.31837 0.00000 0.00000 0.00000 0.25000 0.11765 0.00000 0.24691 0.18462 0.15789 0.32933 0.15000 0.37037 0.15556 0.00000 1.00000 0.28571 0.46369 0.02212 0.07407 0.27273 0.13816 0.65476 0.42108 0.10714 0.15714 0.60000 0.39000 0.00000