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- W4386076327 abstract "We introduce the ObjectFolder Benchmark, a benchmark suite of 10 tasks for multisensory object-centric learning, centered around object recognition, reconstruction, and manipulation with sight, sound, and touch. We also introduce the Objectfolder Real dataset, including the multisensory measurements for 100 real-world household objects, building upon a newly designed pipeline for collecting the 3D meshes, videos, impact sounds, and tactile readings of real-world objects. We conduct systematic benchmarking on both the 1,000 multisensory neural objects from Objectfolder, and the real multisensory data from Objectfolder Real. Our results demonstrate the importance of multisensory perception and reveal the respective roles of vision, audio, and touch for different object-centric learning tasks. By publicly releasing our dataset and benchmark suite, we hope to catalyze and enable new research in multisensory object-centric learning in computer vision, robotics, and beyond. Project page: https://objectfolder.stanford.edu" @default.
- W4386076327 created "2023-08-23" @default.
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- W4386076327 date "2023-06-01" @default.
- W4386076327 modified "2023-09-26" @default.
- W4386076327 title "The Object Folder Benchmark : Multisensory Learning with Neural and Real Objects" @default.
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- W4386076327 doi "https://doi.org/10.1109/cvpr52729.2023.01657" @default.
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