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czq142857 avatar czq142857 commented on August 27, 2024

Yes. Phase 3 provides slightly better results. But to truly improve the result quality, you may want to sample more points on the shapes (in the data pre-processing step), because the current data with at most 16384 sampled points (inside+outside) per shape is not sufficient for good reconstructions.

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gxu-tz avatar gxu-tz commented on August 27, 2024

Thank you for the response.
1.Does sampling more points on the shapes in the data pre-processing step mean changing the code
batch_size_3 = 16 * 16 * 16 * 4 in 2_gather_256vox_16_32_64.py in IM-NET repository?
2.I have another question. BSP-NET can generate sharp edges, so can it only generate approximate polygons for circles, as shown in Figure 7 in the paper?

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czq142857 avatar czq142857 commented on August 27, 2024
  1. Yes, and also batch_size_2.

  2. Yes. One solution is to use quadric surfaces to replace planes, but it may lead to overfitting. See the following papers for references.
    (a) https://arxiv.org/abs/2106.14274
    (b) https://arxiv.org/abs/2104.05652
    (c) Code of (a): https://github.com/czq142857/BSP-NET-original/tree/master/bsp_fc_qs_deeper_2048q

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gxu-tz avatar gxu-tz commented on August 27, 2024

Thank you for your prompt reply,it helps me a lot!I will pay attention to other work of your team.

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