
-
Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation
In this paper we address multi-target domain adaptation (MTDA), where gi...
read it
-
Transformers Solve the Limited Receptive Field for Monocular Depth Prediction
While convolutional neural networks have shown a tremendous impact on va...
read it
-
Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification
This paper considers the problem of unsupervised person re-identificatio...
read it
-
Curriculum Learning: A Survey
Training machine learning models in a meaningful order, from the easy sa...
read it
-
Probabilistic Graph Attention Network with Conditional Kernels for Pixel-Wise Prediction
Multi-scale representations deeply learned via convolutional neural netw...
read it
-
Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification
Recent advances in person re-identification (ReID) obtain impressive acc...
read it
-
Deep traffic light detection by overlaying synthetic context on arbitrary natural images
Deep neural networks come as an effective solution to many problems asso...
read it
-
SF-UDA^3D: Source-Free Unsupervised Domain Adaptation for LiDAR-Based 3D Object Detection
3D object detectors based only on LiDAR point clouds hold the state-of-t...
read it
-
Latent World Models For Intrinsically Motivated Exploration
In this work we consider partially observable environments with sparse r...
read it
-
Dual Attention GANs for Semantic Image Synthesis
In this paper, we focus on the semantic image synthesis task that aims a...
read it
-
DF-GAN: Deep Fusion Generative Adversarial Networks for Text-to-Image Synthesis
Synthesizing high-resolution realistic images from text descriptions is ...
read it
-
Retrieval Guided Unsupervised Multi-domain Image-to-Image Translation
Image to image translation aims to learn a mapping that transforms an im...
read it
-
Bipartite Graph Reasoning GANs for Person Image Generation
We present a novel Bipartite Graph Reasoning GAN (BiGraphGAN) for the ch...
read it
-
Describe What to Change: A Text-guided Unsupervised Image-to-Image Translation Approach
Manipulating visual attributes of images through human-written text is a...
read it
-
Dual In-painting Model for Unsupervised Gaze Correction and Animation in the Wild
In this paper we address the problem of unsupervised gaze correction in ...
read it
-
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images
Deep learning has been successfully applied to several problems related ...
read it
-
XingGAN for Person Image Generation
We propose a novel Generative Adversarial Network (XingGAN or CrossingGA...
read it
-
Whitening for Self-Supervised Representation Learning
Recent literature on self-supervised learning is based on the contrastiv...
read it
-
When Dictionary Learning Meets Deep Learning: Deep Dictionary Learning and Coding Network for Image Recognition with Limited Data
We present a new Deep Dictionary Learning and Coding Network (DDLCN) for...
read it
-
Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events
Along with the development of the modern smart city, human-centric video...
read it
-
TriGAN: Image-to-Image Translation for Multi-Source Domain Adaptation
Most domain adaptation methods consider the problem of transferring know...
read it
-
Speak2Label: Using Domain Knowledge for Creating a Large Scale Driver Gaze Zone Estimation Dataset
Labelling of human behavior analysis data is a complex and time consumin...
read it
-
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World
In this paper, we tackle the problem of discovering new classes in unlab...
read it
-
Motion-supervised Co-Part Segmentation
Recent co-part segmentation methods mostly operate in a supervised learn...
read it
-
MGGR: MultiModal-Guided Gaze Redirection with Coarse-to-Fine Learning
Gaze redirection aims at manipulating a given eye gaze to a desirable di...
read it
-
Binary Neural Networks: A Survey
The binary neural network, largely saving the storage and computation, s...
read it
-
Edge Guided GANs with Semantic Preserving for Semantic Image Synthesis
We propose a novel Edge guided Generative Adversarial Network (EdgeGAN) ...
read it
-
GMM-UNIT: Unsupervised Multi-Domain and Multi-Modal Image-to-Image Translation via Attribute Gaussian Mixture Modeling
Unsupervised image-to-image translation (UNIT) aims at learning a mappin...
read it
-
First Order Motion Model for Image Animation
Image animation consists of generating a video sequence so that an objec...
read it
-
Multi-Channel Attention Selection GANs for Guided Image-to-Image Translation
We propose a novel model named Multi-Channel Attention Selection Generat...
read it
-
Non-linear Neurons with Human-like Apical Dendrite Activations
In order to classify linearly non-separable data, neurons are typically ...
read it
-
Low-Budget Unsupervised Label Query through Domain Alignment Enforcement
Deep learning revolution happened thanks to the availability of a massiv...
read it
-
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation
In this paper, we address the task of semantic-guided scene generation. ...
read it
-
Asymmetric Generative Adversarial Networks for Image-to-Image Translation
State-of-the-art models for unpaired image-to-image translation with Gen...
read it
-
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation
Controllable image-to-image translation, i.e., transferring an image fro...
read it
-
AttentionGAN: Unpaired Image-to-Image Translation using Attention-Guided Generative Adversarial Networks
State-of-the-art methods in the unpaired image-to-image translation are ...
read it
-
Curriculum Self-Paced Learning for Cross-Domain Object Detection
Training (source) domain bias affects state-of-the-art object detectors,...
read it
-
Progressive Fusion for Unsupervised Binocular Depth Estimation using Cycled Networks
Recent deep monocular depth estimation approaches based on supervised re...
read it
-
Structured Coupled Generative Adversarial Networks for Unsupervised Monocular Depth Estimation
Inspired by the success of adversarial learning, we propose a new end-to...
read it
-
Cycle In Cycle Generative Adversarial Networks for Keypoint-Guided Image Generation
In this work, we propose a novel Cycle In Cycle Generative Adversarial N...
read it
-
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural Images
Deep learning has been successfully applied to several problems related ...
read it
-
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night
Deep learning techniques have enabled the emergence of state-of-the-art ...
read it
-
Gesture-to-Gesture Translation in the Wild via Category-Independent Conditional Maps
Recent works have shown Generative Adversarial Networks (GANs) to be par...
read it
-
Pattern-Affinitive Propagation across Depth, Surface Normal and Semantic Segmentation
In this paper, we propose a novel Pattern-Affinitive Propagation (PAP) f...
read it
-
GazeCorrection:Self-Guided Eye Manipulation in the wild using Self-Supervised Generative Adversarial Networks
Gaze correction aims to redirect the person's gaze into the camera by ma...
read it
-
What is the relationship between face alignment and facial expression recognition?
Face expression recognition is still a complex task, particularly due to...
read it
-
Regularized Evolutionary Algorithm for Dynamic Neural Topology Search
Designing neural networks for object recognition requires considerable a...
read it
-
Budget-Aware Adapters for Multi-Domain Learning
Multi-Domain Learning (MDL) refers to the problem of learning a set of m...
read it
-
Expression Conditional GAN for Facial Expression-to-Expression Translation
In this paper, we focus on the facial expression translation task and pr...
read it
-
Attention-based Fusion for Multi-source Human Image Generation
We present a generalization of the person-image generation task, in whic...
read it