Research map / 3D vision / Face and shape
Mesh Saliency: An Independent Perceptual Measure or a Derivative of Image Saliency?
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine image saliency supervision, object-category supervision, and GAN alignment | MIMO-GAN · 3DVA | LCC: 0.226 -> 0.489 | Helped |
| combine image saliency supervision, object-category supervision, and GAN alignment | MIMO-GAN · 3DVA | AUC: 0.643 -> 0.780 | Helped |
| use 24 views instead of 12 | MIMO-GAN · 3DVA | LCC: 0.451 -> 0.489 | Helped |
| use 24 views instead of 12 | MIMO-GAN · 3DVA | AUC: 0.741 -> 0.780 | Helped |
| add object-category classification supervision (ablation) | MIMO-GAN · 3DVA | LCC: 0.329 -> 0.489 | Helped |
| add object-category classification supervision (ablation) | MIMO-GAN · 3DVA | AUC: 0.699 -> 0.780 | Helped |
| add image saliency supervision (ablation) | MIMO-GAN · 3DVA | LCC: 0.134 -> 0.489 | Helped |
| add image saliency supervision (ablation) | MIMO-GAN · 3DVA | AUC: 0.599 -> 0.780 | Helped |
| add discriminator and GAN losses (ablation) | MIMO-GAN · 3DVA | LCC: 0.477 -> 0.489 | Helped |
| add discriminator and GAN losses (ablation) | MIMO-GAN · 3DVA | AUC: 0.763 -> 0.780 | Helped |
| use image saliency supervision instead of relying only on object categories (ablation) | MIMO-GAN · 3DVA | LCC: 0.134 -> 0.329 | Helped |
| use view-independent saliency prediction | MIMO-GAN · Schelling, σ = 0.14B | LCC: 0.454 -> 0.470 | Helped |
Closest papers by meaning
- Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes (CVPR 2025 · similarity 0.89)
- Predicting When Saliency Maps Are Accurate and Eye Fixations Consistent (CVPR 2016 · similarity 0.88)
- Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D Graphics (AAAI 2025 · similarity 0.88)
- A Deeper Look at Saliency: Feature Contrast, Semantics, and Beyond (CVPR 2016 · similarity 0.88)
- Understanding and Visualizing Deep Visual Saliency Models (CVPR 2019 · similarity 0.87)
- Saliency Unified: A Deep Architecture for Simultaneous Eye Fixation Prediction and Salient Object Segmentation (CVPR 2016 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.