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Saliency Prediction

34 papers with code · Computer Vision

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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.

SALIENCY PREDICTION SALIENT OBJECT DETECTION

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 important problem in computer vision, salient object detection (SOD) from images has been attracting an increasing amount of research effort over the years.

SALIENCY PREDICTION SALIENT OBJECT DETECTION

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.

 SOTA for Saliency Prediction on 2010 i2b2/VA (using extra training data)

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

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

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

Contextual Encoder-Decoder Network for Visual Saliency Prediction

18 Feb 2019alexanderkroner/saliency

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

IMAGE CLASSIFICATION SALIENCY PREDICTION