naveen manwani (@NaveenManwani17)
2024-08-18 | ❤️ 24 | 🔁 8
🚨ECCV 2024 Paper Alert 🚨
➡️Paper Title: SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields
🌟Few pointers from the paper
🎯The ability to distill object-centric abstractions from intricate visual scenes underpins human-level generalization. Despite the significant progress in object-centric learning methods, learning object-centric representations in the 3D physical world remains a crucial challenge.
🎯In this work, Authors have proposed “SlotLifter”, a novel object-centric radiance model that aims to address the challenges of scene reconstruction and decomposition via slot-guided feature lifting.
🎯Such a design unites object-centric learning representations and image-based rendering methods, offering state-of-the-art performance in scene decom-position and novel-view synthesis on four challenging synthetic and four complex real-world datasets, outperforming existing 3D object-centric learning methods by a large margin.
🎯Through extensive ablative studies, they showcased the efficacy of each design in SlotLifter, shedding light on key insights for potential future directions.
🏢Organization: State Key Laboratory of General Artificial Intelligence, BIGAI, @Tsinghua_Uni
🧙Paper Authors: Yu Liu, @BaoxiongJ , @_yixinchen , @siyuanhuang95
1️⃣Read the Full Paper here: https://arxiv.org/abs/2408.06697
2️⃣Project Page: https://slotlifter.github.io/
3️⃣Code: Coming 🔜
🎥 Be sure to watch the attached Video -Sound on 🔊🔊
🎵Music by Dage FromNowhere from @pixabay
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Tags
domain-vision-3d domain-ai-ml domain-rendering domain-dev-tools