A saliency map is a model that predicts eye fixations on a visual scene.

Benchmarks

You can find evaluation results in the subtasks. You can also submitting evaluation metrics for this task.

Greatest papers with code

BASNet: Boundary-Aware Salient Object Detection

CVPR 2019 NathanUA/BASNet

In this paper, we propose a predict-refine architecture, BASNet, and a new hybrid loss for Boundary-Aware Salient object detection.

CAMOUFLAGED OBJECT SEGMENTATION RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION SSIM

Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing

10 Apr 2018ZhaoJ9014/Multi-Human-Parsing

Despite the noticeable progress in perceptual tasks like detection, instance segmentation and human parsing, computers still perform unsatisfactorily on visually understanding humans in crowded scenes, such as group behavior analysis, person re-identification and autonomous driving, etc.

AUTONOMOUS DRIVING INSTANCE SEGMENTATION MULTI-HUMAN PARSING PERSON RE-IDENTIFICATION SALIENCY PREDICTION SEMANTIC SEGMENTATION

SalGAN: Visual Saliency Prediction with Generative Adversarial Networks

4 Jan 2017imatge-upc/saliency-salgan-2017

We introduce SalGAN, a deep convolutional neural network for visual saliency prediction trained with adversarial examples.

SALIENCY PREDICTION

Salient Object Detection in the Deep Learning Era: An In-Depth Survey

19 Apr 2019wenguanwang/SODsurvey

As an essential problem in computer vision, salient object detection (SOD) has attracted an increasing amount of research effort over the years.

RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION

Shallow and Deep Convolutional Networks for Saliency Prediction

CVPR 2016 imatge-upc/saliency-2016-cvpr

The prediction of salient areas in images has been traditionally addressed with hand-crafted features based on neuroscience principles.

SALIENCY PREDICTION

Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model

29 Nov 2016marcellacornia/sam

Data-driven saliency has recently gained a lot of attention thanks to the use of Convolutional Neural Networks for predicting gaze fixations.

SALIENCY PREDICTION

Fast Underwater Image Enhancement for Improved Visual Perception

23 Mar 2019xahidbuffon/funie-gan

In this paper, we present a conditional generative adversarial network-based model for real-time underwater image enhancement.

IMAGE ENHANCEMENT OBJECT DETECTION POSE ESTIMATION SALIENCY PREDICTION

Uncertainty Inspired RGB-D Saliency Detection

7 Sep 2020JingZhang617/UCNet

Our framework includes two main models: 1) a generator model, which maps the input image and latent variable to stochastic saliency prediction, and 2) an inference model, which gradually updates the latent variable by sampling it from the true or approximate posterior distribution.

RGB-D SALIENT OBJECT DETECTION RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION

A Deep Multi-Level Network for Saliency Prediction

5 Sep 2016marcellacornia/mlnet

Current state of the art models for saliency prediction employ Fully Convolutional networks that perform a non-linear combination of features extracted from the last convolutional layer to predict saliency maps.

SALIENCY PREDICTION

Deep Visual Attention Prediction

journal 2017 wenguanwang/deepattention

Our model is based on a skip-layer network structure, which predicts human attention from multiple convolutional layers with various reception fields.

SALIENCY PREDICTION