Salient Object Detection in the Deep Learning Era: An In-Depth Survey
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Jan 9, 2021
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saliency-maps
Here are 36 public repositories matching this topic...
Neural network visualization toolkit for tf.keras
visualization python deep-learning tensorflow keras grad-cam keras-visualization saliency explainable-ai explainable-ml xai gradcam gradcam-plus-plus keras-vis explainability xai-library saliency-maps activation-maximization score-cam
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Mar 12, 2025 - Python
CVPR2020, Multi-scale Interactive Network for Salient Object Detection
experimental paper saliency-map saliency salient-object-detection saliency-detection saliency-model saliency-maps cvpr2020 multi-scale-features pretrained-parameters paper-details
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Nov 1, 2023 - Python
Contextual Encoder-Decoder Network for Visual Saliency Prediction [Neural Networks 2020]
computer-vision deep-learning tensorflow convolutional-neural-networks encoder-decoder paper-implementations spatial-attention saliency-prediction human-fixations saliency-maps
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May 28, 2024 - Python
PySODMetrics: A Simple and Efficient Implementation of Grayscale/Binary Segmentation Metrcis
metrics python3 saliency-map metrics-reported metrics-library saliency salient-object-detection salient-regions saliency-detection saliency-model saliency-prediction saliency-maps saliency-methods metrics-evaluation
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May 9, 2025 - Python
Awesome Explainable AI (XAI) and Interpretable ML Papers and Resources
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May 4, 2021
Collection of NLP model explanations and accompanying analysis tools
natural-language-processing transformers datasets heatmaps interpretability explainability saliency-maps feature-attribution captum explainable-nlp
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Jun 26, 2023 - Jsonnet
Code for the paper "Facial Emotion Recognition: State of the Art Performance on FER2013"
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May 7, 2023 - Jupyter Notebook
Going deeper into Deep CNNs through visualization methods: Saliency maps, optimize a random input image and deep dreaming with Keras
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May 17, 2020 - Jupyter Notebook
Official Repository for ECCV 2020 paper "AiR: Attention with Reasoning Capability"
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Jun 29, 2021 - Python
A toolkit for efficent computation of saliency maps for explainable AI attribution. This tool was developed at Lawrence Livermore National Laboratory.
demo deep-learning pytorch interpretability saliency explainable-ai xai gradcam cnn-visualization visual-explanations saliency-maps pytorch-gradcam
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Sep 29, 2020 - Jupyter Notebook
Visualizer for PyTorch image models
grad-cam pytorch visualizer deep-networks feature-inversion deep-dream adversarial-attacks pytorch-image-classifier saliency-maps
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Jun 3, 2021 - Jupyter Notebook
Codes for the AAAI 2021 paper "Locate Globally, Segment locally: A Progressive Architecture With Knowledge Review Network for Salient Object Detection"
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Jul 23, 2022 - Python
This is an official implementation for Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation. [CVPR'25]
computer-vision visualizations class-activation-maps fine-grained-classification explainable-ai xai saliency-maps vision-transformers
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Mar 14, 2025 - Jupyter Notebook
The official PyTorch implementation of IEEE Transactions on Image Processing 2021 paper "Rethinking the U-shape Structure for Salient Object Detection"
pytorch saliency salient-object-detection saliency-detection u-net object-segmentation saliency-prediction saliency-maps
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Dec 1, 2022 - Python
Code implementing the experiments described in the NeurIPS 2018 paper "With Friends Like These, Who Needs Adversaries?".
decision-boundaries deep-convolutional-networks robustness adversaries adversarial-examples machine-learning-visualization universal-adversarial-perturbations adversarial-attacks defense-methods saliency-maps adaptive-attacks
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Sep 11, 2020 - MATLAB
Code and data for the ACL 2023 NLReasoning Workshop paper "Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods" (Feldhus et al., 2023)
text-classification transformers interpretability explainability integrated-gradients saliency-maps feature-attribution saliency-methods explainable-nlp chatgpt
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Jul 27, 2023 - Python
reference implementation of Real-time Salient Object Detection based on Division of Gaussians [Katramados/Breckon, 2011]
opencv computer-vision image-processing feature-extraction object-detection gaussian-filter saliency-map computer-vision-algorithms saliency saliency-detection visual-salience visual-saliency saliency-model saliency-prediction image-processing-python saliency-maps saliency-analysis
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Oct 2, 2023 - Python
Neural network visualization tool after an optional model compression with parameter pruning: (integrated) gradients, guided/visual backpropagation, activation maps for the cao model on the IndianPines dataset
python neural-network tensorflow keras convolutional-neural-networks gradients backpropagation hyperspectral-image-classification cao deep-visualization hyperspectral-imaging guided-backpropagation deep-viz activation-maps keras-vis band-selection integrated-gradients indianpines saliency-maps visual-backpropagation
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Mar 7, 2020 - Python
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