Research Article
Design of 3D Environment Combining Digital Image Processing Technology and Convolutional Neural Network
Table 3
IoU evaluation indicators.
| Item | ShapeNet dataset | ModelNet dataset | Literature [22] | Literature [23] | Ours | Literature [22] | Literature [23] | Ours | 3 views | 5 views | 3 views | 5 views |
| Airplane | 0.605 | 0.551 | 0.562 | 0.721 | 0.494 | 0.44 | 0.451 | 0.61 | Bench | 0.553 | 0.504 | 0.531 | 0.764 | 0.442 | 0.393 | 0.42 | 0.653 | Cabinet | 0.775 | 0.761 | 0.776 | 0.73 | 0.664 | 0.65 | 0.665 | 0.619 | Car | 0.832 | 0.836 | 0.843 | 0.654 | 0.721 | 0.725 | 0.732 | 0.543 | Chair | 0.541 | 0.533 | 0.554 | 0.682 | 0.43 | 0.422 | 0.443 | 0.571 | Lamp | 0.462 | 0.414 | 0.427 | 0.634 | 0.351 | 0.303 | 0.316 | 0.523 | Monitor | 0.552 | 0.547 | 0.563 | 0.665 | 0.441 | 0.436 | 0.452 | 0.554 | Phone | 0.751 | 0.736 | 0.754 | 0.752 | 0.64 | 0.625 | 0.643 | 0.641 | Rifle | 0.607 | 0.593 | 0.604 | 0.714 | 0.496 | 0.482 | 0.493 | 0.603 | Sofa | 0.714 | 0.692 | 0.703 | 0.636 | 0.603 | 0.581 | 0.592 | 0.525 | Speaker | 0.743 | 0.714 | 0.725 | 0.747 | 0.632 | 0.603 | 0.614 | 0.636 | Table | 0.601 | 0.563 | 0.58 | 0.652 | 0.49 | 0.452 | 0.469 | 0.541 | Vessel | 0.615 | 0.602 | 0.613 | 0.635 | 0.504 | 0.491 | 0.502 | 0.524 | Mean | 0.642 | 0.619 | 0.633 | 0.691 | 0.531 | 0.508 | 0.522 | 0.58 |
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