The Vision and Learning Seminar Series was started in 2020.
It covers topics of the cutting-edge research on applying machine learning
(or deep learning) techniques for visual recognition tasks,
including image classification, object detection, visual segmentation,
video understanding, vision-language techniques, etc.
The talks will cover well-known or recent works accepted by
prestigious conferences/journals such as CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, IJCV, PAMI.
Beyond the speakers (Professors, Postdocs, Ph.D./Master students) from BJTU,
we will occasionally invite worldwide researchers to share their latest progress.
We welcome all researchers or students from BJTU to
physically or virtually attend our seminar series and hope it is helpful to their future research.
Please send an email to kunyanghan@bjtu.edu.cn if you are interested in our seminar series.
| Date | Presenter | Affiliation | Paper or topic |
|---|---|---|---|
| Dec. 26 | Yihan Hu Kunyang Han |
BJTU | Paper Sharing (TBA) |
| Jan. 02 | Zhongwei Ren Yan Fang |
BJTU | Paper Sharing (TBA) |
| Jan. 9 | Shiyin Zhang Mengxue Qu |
BJTU | Paper Sharing (TBA) |
| Jan. 16 | Haojie Ding Yihan Hu |
BJTU | Paper Sharing (TBA) |
| Jan. 23 | Siyu Jiao Kunyang Han |
BJTU | Paper Sharing (TBA) |
| Date | Presenter | Affiliation | Paper or topic |
|---|---|---|---|
| Dec. 19 | Haojie Ding Yihang Hu |
BJTU |
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos?
[pdf] Associating Objects with Transformers for Video Object Segmentation [pdf] |
| Dec. 12 | Shiyin Zhang Mengxue Qu |
BJTU |
Masked-attention Mask Transformer for Universal Image Segmentation
[pdf] LAVT: Language-Aware Vision Transformer for Referring Image Segmentation [pdf] |
| Dec. 5 | Zhiyuan Fang Zekang Zhang |
BJTU |
Per-Pixel Classification is Not All You Need for Semantic Segmentation
[pdf] Prototype Augmentation and Self-Supervision for Incremental Learning |
| Nov. 28 | Qiqi Gong Zilin Wang |
BJTU |
Continual learning in cross-modal retrieval
[pdf] Open-World Entity Segmentation [pdf] |
| Oct. 24 | Qiqi Gong Zilin Wang |
BJTU |
VL-BERT:Pretraining of Generic Visual-Linguistic Representations
[pdf] Uncertainty-aware Pseudo Label Refinery for Domain Adaptive Semantic Segmentation [pdf] |
| Oct. 17 | Haojie Ding | BJTU | Panoptic SegFormer |
| Sep. 26 | Zhongwei Ren Yan Fang |
BJTU |
End-to-End Video Instance Segmentation with Transformers
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency [pdf] |
| Sep. 18 | Siyu Jiao Kunyang Han |
BJTU |
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
[pdf] Emerging Properties in Self-Supervised Vision Transformers [pdf] |
| Sep. 12 | Kao Liao Yihan Hu |
BJTU |
Global Pooling, More than Meets the Eye: Position Information is Encoded Channel-Wise in CNNs
[pdf] Associating Objects with Transformers for Video Object Segmentation [pdf] |
| Sep. 3 | Shiyin Zhang Mengxue Qu |
BJTU |
Sparse R-CNN: End-to-End Object Detection with Learnable Proposals
[pdf] Instances as Queries [pdf] |
| Aug. 27 | Zeikang Zhang Zhiyuan Fang |
BIT |
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
[pdf] SOTR: Segmenting Objects with Transformers [pdf] |
| Aug. 20 | Qiqi Gong Zilin Wang |
BJTU |
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation
[pdf] SSH: A Self-Supervised Framework for Image Harmonization |
| Aug. 13 | Zhongwei Ren | BJTU | OpenMMLab Architecture [pdf] |
| Aug. 6 | Xin Wang | BJTU | On Data-Augmentation and Consistency-based SSL [pdf] |
| Aug. 30 | Shiyin Zhang Mengxue Qu |
BJTU | Per-Pixel Classification is Not All You Need for Semantic Segmentation [pdf] End-to-End Vision-Language Pre-training Enhanced by Visual Learning [pdf] |
| Jul. 23 | Zhiyuan Fang Zekang Zhang |
BIT | Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation [pdf] Not All Images are Worth 16x16 Words: Dynamic Vision Transformers with Adaptive Sequence Length [pdf] |
| Jul. 16 | Kang Liao Shiyin Zhang |
BJTU | TransFill: Reference-guided Image Inpainting by Merging Multiple Color and Spatial Transformations [pdf] Lite-HRNet: A Lightweight High-Resolution Network [pdf] |
| Jul. 9 | Siyu Jiao Qiqi Gong |
BJTU | SegFix: Model-Agnostic Boundary Refinement for Segmentation [pdf] PointRend: Image Segmentation as Rendering [pdf] |
| Jul. 2 | Mengxue Qu Kunyang Han |
BJTU | Swin-Transformer [pdf] Aligning Pretraining for Detection via Object-Level Contrastive Learning [pdf] |
| Jun. 18 | Zhiyuan Fang Zekang Zhang |
BIT | Hypercorrelation Squeeze for Few-Shot Segmenation[pdf] Semi-Supervised Semantic Segmentation with Cross Pseudo[pdf] |
| Jun. 11 | Kang Liao Qiqi Gong |
BJTU | Positional Encoding as Spatial Inductive Bias in GANs [Upload Soon] Rethinking BiSeNet for Real-time Semantic Segmentation [pdf] |
| Jun. 4 | Siyu Jiao Kunyang Han |
BJTU | Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection [pdf]
Cross-Dataset Collaborative Learning for Semantic Segmentation [pdf] |
| May. 28 | Shiyin Zhang Mengxue Qu |
BJTU | Repurposing GANs for One-shot Semantic Part Segmentation [pdf]
Improve Vision Transformer Training by Suppressing Over-smoothing [pdf] |
| May. 14 | Zhiyuan Fang Zekang Zhang |
BIT | Few-shot Learning [pdf] |
| May. 7 | Kunyang Han | BJTU | Self-Supervised Learning [pdf] |
| Apr. 17 | Mengxue Qu | BJTU | Transformer [pdf] |
| Apr. 10 | Siyu Jiao | BJTU | Video object segmentation [pdf] |
| Mar. 27 | Qiqi Gong | BJTU | One stage object detection [pdf] |
| Feb. 20 | Shiyin Zhang | BJTU | Interactive object segmentation [pdf] |
| Feb. 06 | Guoliang Kang | CMU | Domain Adaptive Semantic Segmentation and Object Recognition [pdf] |
| Jan. 30 | Kunyang Han | BJTU | Deep Image/Video Matting [pdf] |
| Jan. 23 | Siyu Jiao | BJTU | Panoptic Segmentation Networks [pdf] |
| Jan. 16 | Qiqi Gong | BJTU | Detection Networks [pdf] |
| Jan. 09 | Mengxue Qu | BJTU | Referring Segmentation Networks [pdf] |
| Date | Presenter | Affiliation | Paper or topic |
|---|---|---|---|
| Dec. 19 | Kunyang Han | BJTU | Instance Segmentation Networks [pdf] |
| Dec. 12 | Shiyin Zhang | BJTU | Classification Networks [pdf] |
| Nov. 28 | Tao Ruan | BJTU | Programming at Deep Learning Field [pdf] |
| Oct. 23 | Siyu Jiao | BJTU | Sematic Segmentation Networks [pdf] |
| Oct. 09 | Qiqi Gong | BJTU | Basic Knowledge about Computer Vision [pdf] |
| Sep. 25 | Kunyang Han | BJTU | Basic Layers in Deep Learning [pdf] |
| Sep. 18 | Zhedong Zheng | UTS | Person Re-ID and Building Re-ID [pdf] |
| Sep. 11 | Mengxue Qu | BJTU | Popular Datasets in Computer Vision [pdf] |
| Sep. 04 | Xiaolin Zhang | UTS | Weakly Supervised Object Localization [pdf] |
| Aug. 28 | Shiyin Zhang | BJTU | Interactive Object Segmentation with Inside-Outside Guidance [pdf] |