Pheng-Ann Heng

Benchmarking Endoscopic Surgical Image Restoration and Beyond CVPR 2026 From Manuals to Actions: A Unified VLA Model for Chain-of-Thought Manual Generation and Robotic Manipulation CVPR 2026 HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images CVPR 2026 IdentityStory: Taming Your Identity-Preserving Generator for Human-Centric Story Generation AAAI 2026 Rethinking Intermediate Representation for VLM-based Robot Manipulation CVPR 2026 SurgPub-Video: A Comprehensive Surgical Video Framework for Enhanced Surgical Intelligence in Vision-Language Model AAAI 2026 Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos CVPR 2026 Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation CVPR 2026 Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework CVPR 2026 ClipGS: Clippable Gaussian Splatting for Interactive Cinematic Visualization of Volumetric Medical Data MICCAI 2025 EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights CVPR 2025 Fast Image Super-Resolution via Consistency Rectified Flow ICCV 2025 MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models IJCAI 2025 Medical Large Vision Language Models with Multi-Image Visual Ability MICCAI 2025 MM-Mixing: Multi-Modal Mixing Alignment for 3D Understanding AAAI 2025 Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting CVPR 2025 SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems ACL 2025 Sequence-Independent Continual Test-Time Adaptation with Mixture of Incremental Experts for Cross-Domain Segmentation MICCAI 2025 Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resection with Pringle Maneuver AAAI 2025 Topology-Constrained Learning for Efficient Laparoscopic Liver Landmark Detection MICCAI 2025 UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation CVPR 2025 Coarse-to-Fine Latent Diffusion Model for Glaucoma Forecast on Sequential Fundus Images MICCAI 2024 Comprehensive Generative Replay for Task-Incremental Segmentation with Concurrent Appearance and Semantic Forgetting MICCAI 2024 Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation MICCAI 2024 Depth-Driven Geometric Prompt Learning for Laparoscopic Liver Landmark Detection MICCAI 2024 DPPMask: Masked Image Modeling With Determinantal Point Processes WACV 2024 Epicardium Prompt-guided Real-time Cardiac Ultrasound Frame-to-volume Registration MICCAI 2024 FM-OSD: Foundation Model-Enabled One-Shot Detection of Anatomical Landmarks MICCAI 2024 LoRAExit: Empowering Dynamic Modulation of LLMs in Resource-limited Settings using Low-rank Adapters EMNLP 2024 Neural P$^3$M: A Long-Range Interaction Modeling Enhancer for Geometric GNNs NeurIPS 2024 Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI MICCAI 2024 PCF-Lift: Panoptic Lifting by Probabilistic Contrastive Fusion ECCV 2024 Sample-Efficient Multiagent Reinforcement Learning with Reset Replay ICML 2024 SSP: Semi-Signed Prioritized Neural Fitting for Surface Reconstruction From Unoriented Point Clouds WACV 2024 Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning NeurIPS 2024 Towards Real-World Adverse Weather Image Restoration: Enhancing Clearness and Semantics with Vision-Language Models ECCV 2024 Tri-modal Confluence with Temporal Dynamics for Scene Graph Generation in Operating Rooms MICCAI 2024 Unveiling the Generalization Power of Fine-Tuned Large Language Models NAACL 2024 Weakly-supervised Medical Image Segmentation with Gaze Annotations MICCAI 2024 CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation ICCV 2023 Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition CVPR 2023 Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-training IJCAI 2023 On the Pitfall of Mixup for Uncertainty Calibration CVPR 2023 Prototypical Variational Autoencoder for 3D Few-shot Object Detection NeurIPS 2023 RepMode: Learning to Re-Parameterize Diverse Experts for Subcellular Structure Prediction CVPR 2023 Traj-MAE: Masked Autoencoders for Trajectory Prediction ICCV 2023 Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 2023 Video Dehazing via a Multi-Range Temporal Alignment Network With Physical Prior CVPR 2023 Acknowledging the Unknown for Multi-Label Learning with Single Positive Labels ECCV 2022 RePFormer: Refinement Pyramid Transformer for Robust Facial Landmark Detection IJCAI 2022 Single-Domain Generalization in Medical Image Segmentation via Test-Time Adaptation from Shape Dictionary AAAI 2022 Transformer-based Working Memory for Multiagent Reinforcement Learning with Action Parsing NeurIPS 2022 Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise AAAI 2021 C3-SemiSeg: Contrastive Semi-Supervised Segmentation via Cross-Set Learning and Dynamic Class-Balancing ICCV 2021 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space CVPR 2021 Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning NeurIPS 2021 Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection AAAI 2021 Modelling Neighbor Relation in Joint Space-Time Graph for Video Correspondence Learning ICCV 2021 Noise against noise: stochastic label noise helps combat inherent label noise ICLR 2021 Point Cloud Upsampling via Disentangled Refinement CVPR 2021 Robustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels AAAI 2021 Single-Stage Instance Shadow Detection With Bidirectional Relation Learning CVPR 2021 A Multi-Task Mean Teacher for Semi-Supervised Shadow Detection CVPR 2020 Instance Shadow Detection CVPR 2020 Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization ECCV 2020 PointAugment: An Auto-Augmentation Framework for Point Cloud Classification CVPR 2020 Towards Cross-Modality Medical Image Segmentation with Online Mutual Knowledge Distillation AAAI 2020 Deep Multi-Model Fusion for Single-Image Dehazing ICCV 2019 Depth-Attentional Features for Single-Image Rain Removal CVPR 2019 Mask-ShadowGAN: Learning to Remove Shadows From Unpaired Data ICCV 2019 PU-GAN: A Point Cloud Upsampling Adversarial Network ICCV 2019 Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation AAAI 2019 Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection ECCV 2018 Direction-Aware Spatial Context Features for Shadow Detection CVPR 2018 EC-Net: an Edge-aware Point set Consolidation Network ECCV 2018 PU-Net: Point Cloud Upsampling Network CVPR 2018 R³Net: Recurrent Residual Refinement Network for Saliency Detection IJCAI 2018 Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss IJCAI 2018 A Non-Local Low-Rank Framework for Ultrasound Speckle Reduction CVPR 2017 Cascaded Feature Network for Semantic Segmentation of RGB-D Images ICCV 2017 Joint Bi-Layer Optimization for Single-Image Rain Streak Removal ICCV 2017 Online Robust Image Alignment via Subspace Learning From Gradient Orientations ICCV 2017 DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation CVPR 2016 From Noise Modeling to Blind Image Denoising CVPR 2016