Saliency Prediction

66 papers with code • 0 benchmarks • 4 datasets

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

Greatest papers with code

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

open-mmlab/mmpose 10 Apr 2018

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 +4

BASNet: Boundary-Aware Salient Object Detection

NathanUA/BASNet CVPR 2019

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 +3

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

wenguanwang/SODsurvey 19 Apr 2019

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

RGB Salient Object Detection Saliency Prediction +1

SalGAN: Visual Saliency Prediction with Generative Adversarial Networks

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

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

General Classification Saliency Prediction

Fast Underwater Image Enhancement for Improved Visual Perception

xahidbuffon/funie-gan 23 Mar 2019

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

Ranked #4 on Underwater Image Restoration on LSUI (using extra training data)

Image Enhancement Object Detection +3

Shallow and Deep Convolutional Networks for Saliency Prediction

imatge-upc/saliency-2016-cvpr CVPR 2016

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

marcellacornia/sam 29 Nov 2016

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

Saliency Prediction

Uncertainty Inspired RGB-D Saliency Detection

JingZhang617/UCNet 7 Sep 2020

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 +1

Contextual Encoder-Decoder Network for Visual Saliency Prediction

alexanderkroner/saliency 18 Feb 2019

To develop robust representations for this challenging task, high-level visual features at multiple spatial scales must be extracted and augmented with contextual information.

General Classification Image Classification +1

Simultaneous Enhancement and Super-Resolution of Underwater Imagery for Improved Visual Perception

xahidbuffon/Deep-SESR 4 Feb 2020

In this paper, we introduce and tackle the simultaneous enhancement and super-resolution (SESR) problem for underwater robot vision and provide an efficient solution for near real-time applications.

Image Enhancement Saliency Prediction +1