Siwei Ma
Professor
Researches video coding and processing, including learned image and video compression.
Siwei Ma's lab at Peking works on video understanding and efficient training & inference. 163 papers since 2023, 27 at top venues, mostly TIP and CVPR. Applications close .
At a glance
- papers, 2023–2026
- 43/ year
- at T1 venues
- 17%
- PhD students
- —
- MS students
- —
- alumni listed
- —
Papers by yearfrom DBLP, 2023–2026
- 37 papers2026 · T1 9 · collecting
- 46 papers2025 · T1 8
- 46 papers2024 · T1 5
- 34 papers2023 · T1 5
T1 venuesOtherVenues: TIP, CVPR, ICIP, ICME, TPAMI
Research focuspaper titles that use each topic's words
- Video understanding57 papers
- video57 papers
- video compression18 papers
- Efficient training & inference16 papers
- learned image9 papers
Paper list
From DBLP.
202637 papers
- DCCA Search Method for Approximate Optimal Rate Control Solution via Reinforcement Learning (opens in a new tab)
- IEEE Trans. Multim.A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion (opens in a new tab)
- DCCAn Information-Guided Learned Framework for Free-View Image Coding (opens in a new tab)
- INFOCOM (T1)Argus: Bandwidth-Efficient Live Multiview Video Streaming via Sparse-View Gaussian Reconstruction (opens in a new tab)
- DCCBeyond CNN Filters: Diffusion-Based Post-Processing for VVC Intra Coding (opens in a new tab)
- DCCContent Adaptive Based Motion Alignment Framework for Learned Video Compression (opens in a new tab)
- NeurocomputingDeeply-conditioned image compression via self-generated priors (opens in a new tab)
- CVPR (T1)Discovering Adaptive Task Dependencies for Efficient Multi-Task Representation Compression (opens in a new tab)
- Findings of ACLDomain-Specific Data Generation Framework for RAG Adaptation (opens in a new tab)
- DCCEfficient Feedforward Human-Centric Video Compression via 3D Gaussian Generation (opens in a new tab)
- ISCASEfficient Video Compression with Hierarchical Motion Representation and Attentive Compensation (opens in a new tab)
- DCCEnd-to-End RGB-IR Joint Image Compression with Channel-Wise Cross-Modality Entropy Model (opens in a new tab)
202546 papers
- Knowl. Based Syst.A deep unfolding network based on intrinsic image decomposition for pansharpening (opens in a new tab)
- DCCA Fast Bit Allocation Refinement for Video Rate Control (opens in a new tab)
- DCCA Hardware-Friendly AVS3 Entropy Decoder Architecture for 8K Ultra-High-Definition Video (opens in a new tab)
- TIP (T1)A Joint Visual Compression and Perception Framework for Neuromorphic Spiking Camera (opens in a new tab)
- ISCASAdvanced Learning-Based Coding Tools for ECM: Intra Prediction and In-Loop Filtering (opens in a new tab)
- ICIPWAdversarial Data Augmentation with Controlled Noise for Efficient Deep Image Compression (opens in a new tab)
- IEEE Trans. Broadcast.An Efficient and Flexible Complexity Control Method for Versatile Video Coding (opens in a new tab)
- NeurocomputingAn interpretable bilateral detail optimization deep unfolding network for pansharpening (opens in a new tab)
- IEEE Trans. Geosci. Remote. Sens.BPDUN: Bidirectional Progressive Deep Unfolding Network for Pansharpening (opens in a new tab)
- IEEE Trans. Instrum. Meas.CMDC-PCQA: No-Reference Point Cloud Quality Assessment via a Cross-Modal Deep-Coupling Framework (opens in a new tab)
- IEEE J. Emerg. Sel. Topics Circuits Syst.Compact Visual Data Representation for Green Multimedia-A Human Visual System Perspective (opens in a new tab)
- DCCCompressed Domain Prior-Guided Video Super-Resolution for Cloud Gaming Content (opens in a new tab)
202446 papers
- DCCA Dynamic Point Cloud Dataset for MPEG Point Cloud Compression and Performance Analysis (opens in a new tab)
- DCCA Neural-network Enhanced Video Coding Framework beyond ECM (opens in a new tab)
- IEEE Trans. Circuits Syst. Video Technol.A Novel Visually-Lossless Compression Model for Low-Latency Interaction (opens in a new tab)
- VCIPAdaptive Block-Level Quality Parameter Adjustment Towards Low Video Bit-Rate Fluctuation (opens in a new tab)
- VCIPAdvanced Learning-Based Inter Prediction for Future Video Coding (opens in a new tab)
- ICME WorkshopChinese Ancient Painting Figure Face Restoration and its Application in a Q&A Interaction System (opens in a new tab)
- IEEE Trans. Multim.Cross Modal Compression With Variable Rate Prompt (opens in a new tab)
- DCCDecoder-side Secondary Transform Derivation for Video Coding beyond AVS3 (opens in a new tab)
- IEEE Trans. Geosci. Remote. Sens.Decomposition-Based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation (opens in a new tab)
- IEEE Trans. Circuits Syst. Video Technol.Diffusion-Based Hypotheses Generation and Joint-Level Hypotheses Aggregation for 3D Human Pose Estimation (opens in a new tab)
- IEEE Netw.Digital Retina for IoV Towards 6G: Architecture, Opportunities, and Challenges (opens in a new tab)
- ACM Trans. Multim. Comput. Commun. Appl.Divide-and-conquer-based RDO-free CU Partitioning for 8K Video Compression (opens in a new tab)
202334 papers
- VCIPA Near Lossless Learned Image Coding Network Quantization Approach for Cross-Platform Inference (opens in a new tab)
- DCCAn Adaptive Intra-frame Quantization Parameter Derivation Model Jointing with Inter-frame Analysis (opens in a new tab)
- DCCAn Efficient Rate Control Scheme for Video Compression in Low-latency Interoperable Interfaces (opens in a new tab)
- IEEE J. Sel. Top. Signal Process.Blind Quality Assessment for in-the-Wild Images via Hierarchical Feature Fusion and Iterative Mixed Database Training (opens in a new tab)
- ACM Trans. Multim. Comput. Commun. Appl.Compressed Screen Content Image Super Resolution (opens in a new tab)
- IEEE Trans. Circuits Syst. Video Technol.Deep Intra Prediction by Jointly Exploiting Local and Non-Local Similarities (opens in a new tab)
- ICIPDepth Estimation of Multi-Modal Scene Based on Multi-Scale Modulation (opens in a new tab)
- IEEE Trans. Multim.Differential Weight Quantization for Multi-Model Compression (opens in a new tab)
- ICCV (T1)Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation (opens in a new tab)
- IEEE Trans. Circuits Syst. Video Technol.DMVC: Decomposed Motion Modeling for Learned Video Compression (opens in a new tab)
- IEEE Trans. Multim.Enhancing Style-Guided Image-to-Image Translation via Self-Supervised Metric Learning (opens in a new tab)
- ISCASExtreme Generative Human-Oriented Video Coding via Motion Representation Compression (opens in a new tab)
Where alumni went
Alumni are not listed on the lab homepage.
Apply to PekingFall 2027
Computer Science PhD (international applicants)
- Round
- Main
- Opens
- —
- GRE
- See program page
- English
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- Fee
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Not yet confirmed for this intake.
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Data
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