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Short description of portfolio item number 1
Short description of portfolio item number 2
We simulated two centralized methods and two decentralized methods for multi-robot safe navigation in their respective environments.
POEM (Point Embedded Multi-view) focuses on reconstructing an articulation body with “true scale” and “accurate pose” from a series of sparsely arranged camera views. In practice, we used the example of hand. POEM explores the power of points, using a cluster of (x, y, z) coordinates with natural positional encoding to find associations in multi-view stereo.
We proposed a new method CHORD which exploits the categorical shape prior for reconstructing the shape of intra-class objects. In addition, we constructed a new dataset, COMIC, of category-level hand-object interaction. COMIC encompasses a diverse collection of object instances, materials, hand interactions, and viewing directions, as illustrated.
POEMv2 is a generalizable multi-view hand mesh reconstruction model which embeds a static basis point within the multi-view stereo space.
Color-NeuS focuses on mesh reconstruction with color. We remove view-dependent color while using a relighting network to maintain volume rendering performance. Mesh is extracted from the SDF network, and vertex color is derived from the global color network. We conceived a in hand object scanning task and gathered several videos for it to evaluate Color-NeuS.
Spring-Gaus reconstructs the appearance, geometry, and physical dynamics properties of elastic objects from video observations. Spring-Gaus enables future prediction and simulation under different initial states and environmental parameters.
A benchmark of Humanoid Scene Interaction. The first comprehensive benchmark for generalizable humanoid-scene interaction learning via human mimicking. Integrated a large-scale diverse human skill reference dataset with both synthetic and real-world human-scene interactions. Developed a general skill-learning paradigm and provide support for both pipeline-wise and modular evaluations.
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Undergraduate course, University 1, Department, 2014
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Workshop, University 1, Department, 2015
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