Research map / Detection and segmentation / CNN features
A Deeper Look at Saliency: Feature Contrast, Semantics, and Beyond
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use FUCOS for gaze prediction instead of existing saliency algorithms | Gaze prediction · Bruce, Judd, PASCAL, and ImgSal | shuffled AUC | Helped |
| Replace SALICON with FUCOS | Gaze prediction · Bruce, Judd, PASCAL, and ImgSal | shuffled AUC | Mixed |
| Train SAL-FCN for salient-object segmentation | Salient-object segmentation · PASCAL | F-Score | Helped |
| Use SAL-DC instead of SAL-FCN | Salient-object segmentation · PASCAL | precision | Helped |
| Normalize ground-truth fixation maps to compensate for center bias (ablation) | FUCOS gaze prediction · PASCAL | AUC | Helped |
| Vary the percentile threshold used to binarize fixation-density maps (ablation) | FUCOS gaze prediction · PASCAL | AUC | Mixed |
| Train on a varied combination of gaze datasets rather than data from a single dataset | FUCOS · Gaze prediction across four datasets | shuffled AUC | Helped |
Closest papers by meaning
- Understanding and Visualizing Deep Visual Saliency Models (CVPR 2019 · similarity 0.93)
- Saliency Unified: A Deep Architecture for Simultaneous Eye Fixation Prediction and Salient Object Segmentation (CVPR 2016 · similarity 0.92)
- Revisiting Video Saliency: A Large-Scale Benchmark and a New Model (CVPR 2018 · similarity 0.90)
- What Do Deep Saliency Models Learn about Visual Attention? (NeurIPS 2023 · similarity 0.90)
- Predicting When Saliency Maps Are Accurate and Eye Fixations Consistent (CVPR 2016 · similarity 0.90)
- CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion (AAAI 2025 · similarity 0.88)
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