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Shengfeng He

Associate Professor (Computer graphics; Computer vision)

Singapore

Publications

  • Blind Image Denoising via Dynamic Dual Learning
  • Video Snapshot: Single Image Motion Expansion via Invertible Motion Embedding
  • Multi-View Face Synthesis via Progressive Face Flow
  • Erratum to “Multi-View Face Synthesis via Progressive Face Flow”
  • Pro-PULSE: Learning Progressive Encoders of Latent Semantics in GANs for Photo Upsampling
  • Efficient Exploration in Crowds by Coupling Navigation Controller and Exploration Planner
  • Invertible Grayscale via Dual Features Ensemble
  • Deep Multiview Clustering via Iteratively Self-Supervised Universal and Specific Space Learning
  • CrowdGAN: Identity-Free Interactive Crowd Video Generation and Beyond
  • Holistically Associated Transductive Zero-Shot Learning
  • DSDNet: Toward single image deraining with self-paced curricular dual stimulations
  • Parsing-Conditioned Anime Translation: A New Dataset and Method
  • Editing Out-of-Domain GAN Inversion via Differential Activations
  • Weakly supervised segmentation via instance-aware propagation
  • Pose- and Attribute-consistent Person Image Synthesis
  • Monocular Depth Estimation for Glass Walls with Context: A New Dataset and Method
  • Self-Supervised Matting-Specific Portrait Enhancement and Generation
  • Disentangling Multi-view Representations Beyond Inductive Bias
  • DAOT: Domain-Agnostically Aligned Optimal Transport for Domain-Adaptive Crowd Counting
  • NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic Videos
  • Appearance-preserved Portrait-to-anime Translation via Proxy-guided Domain Adaptation
  • Fully Deformable Network for Multiview Face Image Synthesis
  • Reducing Spatial Labeling Redundancy for Active Semi-Supervised Crowd Counting
  • Single-View View Synthesis with Self-rectified Pseudo-Stereo
  • Layout generation as intermediate action sequence prediction
  • SCANet: Self-paced semi-curricular attention network for non-homogeneous image dehazing
  • Contextual-Assisted Scratched Photo Restoration
  • TranSiam: Aggregating multi-modal visual features with locality for medical image segmentation
  • Smart Scribbles for Image Matting
  • Make Your Own Sprites: Aliasing-Aware and Cell-Controllable Pixelization
  • SeqSeg: A sequential method to achieve nasopharyngeal carcinoma segmentation free from background dominance
  • Self-Supervised Video Representation Learning by Uncovering Spatio-Temporal Statistics
  • Fast scene labeling via structural inference
  • Learning invariant and uniformly distributed feature space for multi-view generation?
  • FormNet: Formatted Learning for Image Restoration
  • Mask-Guided Deformation Adaptive Network for Human Parsing
  • Image captioning via semantic element embedding
  • Two-stage Photograph Cartoonization via Line Tracing
  • Invertible Grayscale with Sparsity Enforcing Priors
  • Deep Pixel-Level Matching via Attention for Video Co-Segmentation
  • Edge Distraction-aware Salient Object Detection
  • Example‐Based Colourization Via Dense Encoding Pyramids
  • Coupled Rain Streak and Background Estimation via Separable Element-Wise Attention
  • Crowd Counting Via Cross-Stage Refinement Networks
  • Fast User-Guided Single Image Reflection Removal via Edge-Aware Cascaded Networks
  • Transductive Zero-Shot Action Recognition via Visually Connected Graph Convolutional Networks
  • Boundary-Aware RGBD Salient Object Detection With Cross-Modal Feature Sampling
  • Unsupervised Domain Adaptation via Importance Sampling
  • Mask-ShadowNet: Toward Shadow Removal via Masked Adaptive Instance Normalization
  • Few-Shot Breast Cancer Metastases Classification via Unsupervised Cell Ranking
  • Real-time salient object detection with a minimum spanning tree
  • Exemplar-driven top-down saliency detection via deep association
  • Oriented object proposals
  • Fast Weighted Histograms for Bilateral Filtering and Nearest Neighbor Searching
  • Interactive Hierarchical Object Proposals
  • Efficient image super-resolution integration
  • DeshadowNet: A Multi-context Embedding Deep Network for Shadow Removal
  • Consistent stereo image editing
  • TENet: Triple Excitation Network for Video Salient Object Detection
  • Saliency detection with flash and no-flash image pairs
  • Proposal-Driven Segmentation for Videos
  • Saliency-guided color-to-gray conversion using region-based optimization
  • Synthetic controllable turbulence using robust second vorticity confinement
  • SuperCNN: A Superpixelwise Convolutional Neural Network for Salient Object Detection
  • An efficient adaptive vortex particle method for real-time smoke simulation
  • Real-time smoke simulation with improved turbulence by spatial adaptive vorticity confinement
  • Visual tracking via locality sensitive histograms
  • A Tool-Free Calibration Method for Turntable-Based 3D Scanning Systems
  • Deep binocular tone mapping
  • Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement
  • Stereo Object Proposals
  • RGBD Salient Object Detection via Deep Fusion
  • Egocentric Temporal Action Proposals
  • $L_{0}$ -Regularized Image Downscaling
  • Delving into Salient Object Subitizing and Detection
  • Learning to Hallucinate Face Images via Component Generation and Enhancement
  • FormResNet: Formatted Residual Learning for Image Restoration
  • Keyword-driven image captioning via Context-dependent Bilateral LSTM
  • Stylizing face images via multiple exemplars
  • Joint Image Denoising and Disparity Estimation via Stereo Structure PCA and Noise-Tolerant Cost
  • Egocentric Hand Detection Via Dynamic Region Growing
  • Robust Object Tracking via Locality Sensitive Histograms
  • Deformable Object Tracking With Gated Fusion
  • Age estimation via attribute-region association
  • Exploring Duality in Visual Question-Driven Top-Down Saliency
  • Learning Long-Term Structural Dependencies for Video Salient Object Detection
  • Real-Time Hierarchical Supervoxel Segmentation via a Minimum Spanning Tree
  • Monocular Depth Estimation for Glass Walls With Context: A New Dataset and Method
  • Reference-based screentone transfer via pattern correspondence and regularization
  • Delving deep into pixelized face recovery and defense
  • SINet: A scale-insensitive convolutional neural network for fast vehicle detection
  • Learning transferable perturbations for image captioning
  • Deep unsupervised pixelization
  • Projecting your view attentively: Monocular road scene layout estimation via cross-view transformation
  • A simple data mixing prior for improving self-supervised learning
  • Reciprocal transformations for unsupervised video object segmentation
  • Faithful extreme rescaling via generative prior reciprocated invertible representations
  • Single image reflection removal beyond linearity
  • Coherence and identity learning for arbitrary-length face video generation
  • Learning from the master: Distilling cross-modal advanced knowledge for lip reading
  • Towards a smaller student: Capacity dynamic distillation for efficient image retrieval
  • Self-supervised spatio-temporal representation learning for videos by predicting motion and appearance statistics
  • Fine-grained domain adaptive crowd counting via point-derived segmentation
  • Surgical activity triplet recognition via triplet disentanglement
  • Curricular contrastive regularization for physics-aware single image dehazing
  • Where is my spot? Few-shot image generation via latent subspace optimization
  • CIRI: Curricular inactivation for residue-aware one-shot video inpainting
  • Deep video demoireing via compact invertible dyadic decomposition
  • Diffuse3D: Wide-angle 3D photography via bilateral diffusion
  • RIGID: Recurrent GAN inversion and editing of real face videos
  • Background matting via recursive excitation
  • DR-FER: Discriminative and Robust Representation Learning for Facial Expression Recognition
  • High-resolution face swapping via latent semantics disentanglement
  • Shunted self-attention via multi-scale token aggregation
  • Delving deep into many-to-many attention for few-shot video object segmentation
  • Differentiated learning for multi-modal domain adaptation
  • Identity-Aware Variational Autoencoder for Face Swapping
  • Joint shape matching for overlapping cytoplasm segmentation in cervical smear images
  • Visualizing the invisible: Occluded vehicle segmentation and recovery
  • Discovering interpretable latent space directions of gans beyond binary attributes
  • Context-aware and scale-insensitive temporal repetition counting
  • Spatially-invariant style-codes controlled makeup transfer
  • From continuity to editability: Inverting GANs with consecutive images
  • From contexts to locality: Ultra-high resolution image segmentation via locality-aware contextual correlation
  • Co-advise: Cross inductive bias distillation
  • Glance to count: Learning to rank with anchors for weakly-supervised crowd counting
  • Active matting
  • GDFace: Gated deformation for multi-view face image synthesis
  • Don't hit me! glass detection in real-world scenes
  • Delving into Multi-illumination Monocular Depth Estimation: A New Dataset and Method
  • Learning an Interpretable Stylized Subspace for 3D-aware Animatable Artforms
  • Make your own sprites: Aliasing-aware and cell-controllable pixelization
  • Mask-guided deformation adaptive network for human parsing
  • Smart scribbles for image matting
  • Invertible grayscale with sparsity enforcing priors
  • Monocular BEV Perception of Road Scenes Via Front-to-Top View Projection
  • DiTMoS: Delving into diverse tiny-model selection on microcontrollers
  • Unifying Global-Local Representations in Salient Object Detection With Transformers
  • Hierarchical damage correlations for old photo restoration
  • Delving into multimodal prompting for fine-grained visual classification
  • Granular3D: Delving into multi-granularity 3D scene graph prediction
  • DreamAnime: Learning Style-Identity Textual Disentanglement for Anime and Beyond
  • Delving into Important Samples of Semi-Supervised Old Photo Restoration: A New Dataset and Method
  • Learning Nighttime Semantic Segmentation the Hard Way
  • 3D Snapshot: Invertible Embedding of 3D Neural Representations in a Single Image

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