Increasing Interpretability of Neural Networks By Approximating Human Visual Saliency
Fuente:
arXiv
Saved in:
| Main Authors: | Boyd, Aidan, Trabelsi, Mohamed, Uzunalioglu, Huseyin, Kushnir, Dan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Training Better Deep Learning Models Using Human Saliency
by: Boyd, Aidan, et al.
Published: (2024)
by: Boyd, Aidan, et al.
Published: (2024)
Time Series Language Model for Descriptive Caption Generation
by: Trabelsi, Mohamed, et al.
Published: (2025)
by: Trabelsi, Mohamed, et al.
Published: (2025)
TeleDoCTR: Domain-Specific and Contextual Troubleshooting for Telecommunications
by: Trabelsi, Mohamed, et al.
Published: (2026)
by: Trabelsi, Mohamed, et al.
Published: (2026)
SaliencyDecor: Enhancing Neural Network Interpretability through Feature Decorrelation
by: Karkehabadi, Ali, et al.
Published: (2026)
by: Karkehabadi, Ali, et al.
Published: (2026)
Contextual Encoder-Decoder Network for Visual Saliency Prediction
by: Kroner, Alexander, et al.
Published: (2019)
by: Kroner, Alexander, et al.
Published: (2019)
Saliency Suppressed, Semantics Surfaced: Visual Transformations in Neural Networks and the Brain
by: Opiełka, Gustaw, et al.
Published: (2024)
by: Opiełka, Gustaw, et al.
Published: (2024)
Exploring the Interplay of Interpretability and Robustness in Deep Neural Networks: A Saliency-guided Approach
by: Guesmi, Amira, et al.
Published: (2024)
by: Guesmi, Amira, et al.
Published: (2024)
Gaussian Smoothing in Saliency Maps: The Stability-Fidelity Trade-Off in Neural Network Interpretability
by: Ye, Zhuorui, et al.
Published: (2024)
by: Ye, Zhuorui, et al.
Published: (2024)
Saliency Assisted Quantization for Neural Networks
by: Rezabeyk, Elmira Mousa, et al.
Published: (2024)
by: Rezabeyk, Elmira Mousa, et al.
Published: (2024)
Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward
by: Gong, Shizhan, et al.
Published: (2026)
by: Gong, Shizhan, et al.
Published: (2026)
Finding Visual Saliency in Continuous Spike Stream
by: Zhu, Lin, et al.
Published: (2024)
by: Zhu, Lin, et al.
Published: (2024)
VST++: Efficient and Stronger Visual Saliency Transformer
by: Liu, Nian, et al.
Published: (2023)
by: Liu, Nian, et al.
Published: (2023)
ViASNet: A Video Ad Saliency Network for Predicting Dynamic Saliency and Viewer Engagement
by: Ye, Jianping, et al.
Published: (2026)
by: Ye, Jianping, et al.
Published: (2026)
Relevance-guided Audio Visual Fusion for Video Saliency Prediction
by: Yu, Li, et al.
Published: (2024)
by: Yu, Li, et al.
Published: (2024)
Saliency-Bench: A Comprehensive Benchmark for Evaluating Visual Explanations
by: Zhang, Yifei, et al.
Published: (2023)
by: Zhang, Yifei, et al.
Published: (2023)
Text-Audio-Visual-conditioned Diffusion Model for Video Saliency Prediction
by: Yu, Li, et al.
Published: (2025)
by: Yu, Li, et al.
Published: (2025)
DTFSal: Audio-Visual Dynamic Token Fusion for Video Saliency Prediction
by: Hooshanfar, Kiana, et al.
Published: (2025)
by: Hooshanfar, Kiana, et al.
Published: (2025)
Depth-induced Saliency Comparison Network for Diagnosis of Alzheimer's Disease via Jointly Analysis of Visual Stimuli and Eye Movements
by: Liu, Yu, et al.
Published: (2024)
by: Liu, Yu, et al.
Published: (2024)
Saliency Methods are Encoders: Analysing Logical Relations Towards Interpretation
by: Schwenke, Leonid, et al.
Published: (2024)
by: Schwenke, Leonid, et al.
Published: (2024)
Spherical Vision Transformers for Audio-Visual Saliency Prediction in 360-Degree Videos
by: Cokelek, Mert, et al.
Published: (2025)
by: Cokelek, Mert, et al.
Published: (2025)
Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition
by: Liu, Haiqi, et al.
Published: (2023)
by: Liu, Haiqi, et al.
Published: (2023)
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance
by: Shen, Huakun, et al.
Published: (2024)
by: Shen, Huakun, et al.
Published: (2024)
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement
by: Hou, Xiuquan, et al.
Published: (2024)
by: Hou, Xiuquan, et al.
Published: (2024)
Follow the Saliency: Supervised Saliency for Retrieval-augmented Dense Video Captioning
by: Choi, Seung hee, et al.
Published: (2026)
by: Choi, Seung hee, et al.
Published: (2026)
The Overfocusing Bias of Convolutional Neural Networks: A Saliency-Guided Regularization Approach
by: Bertoin, David, et al.
Published: (2024)
by: Bertoin, David, et al.
Published: (2024)
Smooth Deep Saliency
by: Herdt, Rudolf, et al.
Published: (2024)
by: Herdt, Rudolf, et al.
Published: (2024)
Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Models
by: Crum, Colton R., et al.
Published: (2024)
by: Crum, Colton R., et al.
Published: (2024)
Salience-SGG: Enhancing Unbiased Scene Graph Generation with Iterative Salience Estimation
by: Qu, Runfeng, et al.
Published: (2026)
by: Qu, Runfeng, et al.
Published: (2026)
Balancing Saliency and Coverage: Semantic Prominence-Aware Budgeting for Visual Token Compression in VLMs
by: Lee, Jaehoon, et al.
Published: (2026)
by: Lee, Jaehoon, et al.
Published: (2026)
ConsensusDrop: Fusing Visual and Cross-Modal Saliency for Efficient Vision Language Models
by: Parikh, Dhruv, et al.
Published: (2026)
by: Parikh, Dhruv, et al.
Published: (2026)
Saliency Guided Longitudinal Medical Visual Question Answering
by: Wu, Jialin, et al.
Published: (2025)
by: Wu, Jialin, et al.
Published: (2025)
AutoFocus-IL: VLM-based Saliency Maps for Data-Efficient Visual Imitation Learning without Extra Human Annotations
by: Gong, Litian, et al.
Published: (2025)
by: Gong, Litian, et al.
Published: (2025)
Enhancing Saliency Prediction in Monitoring Tasks: The Role of Visual Highlights
by: Wu, Zekun, et al.
Published: (2024)
by: Wu, Zekun, et al.
Published: (2024)
BrainExplore: Large-Scale Discovery of Interpretable Visual Representations in the Human Brain
by: Wasserman, Navve, et al.
Published: (2025)
by: Wasserman, Navve, et al.
Published: (2025)
SUM: Saliency Unification through Mamba for Visual Attention Modeling
by: Hosseini, Alireza, et al.
Published: (2024)
by: Hosseini, Alireza, et al.
Published: (2024)
Saliency-R1: Incentivizing Unified Saliency Reasoning Capability in MLLM with Confidence-Guided Reinforcement Learning
by: Li, Long, et al.
Published: (2025)
by: Li, Long, et al.
Published: (2025)
Geometric Visual Fusion Graph Neural Networks for Multi-Person Human-Object Interaction Recognition in Videos
by: Qiao, Tanqiu, et al.
Published: (2025)
by: Qiao, Tanqiu, et al.
Published: (2025)
Exploring Saliency Bias in Manipulation Detection
by: Krinsky, Joshua, et al.
Published: (2024)
by: Krinsky, Joshua, et al.
Published: (2024)
Saliency Guided Optimization of Diffusion Latents
by: Wang, Xiwen, et al.
Published: (2024)
by: Wang, Xiwen, et al.
Published: (2024)
Hallucination Begins Where Saliency Drops
by: Zhang, Xiaofeng, et al.
Published: (2026)
by: Zhang, Xiaofeng, et al.
Published: (2026)
Similar Items
-
Training Better Deep Learning Models Using Human Saliency
by: Boyd, Aidan, et al.
Published: (2024) -
Time Series Language Model for Descriptive Caption Generation
by: Trabelsi, Mohamed, et al.
Published: (2025) -
TeleDoCTR: Domain-Specific and Contextual Troubleshooting for Telecommunications
by: Trabelsi, Mohamed, et al.
Published: (2026) -
SaliencyDecor: Enhancing Neural Network Interpretability through Feature Decorrelation
by: Karkehabadi, Ali, et al.
Published: (2026) -
Contextual Encoder-Decoder Network for Visual Saliency Prediction
by: Kroner, Alexander, et al.
Published: (2019)