SHI-Labs

[CVPR 2023] OneFormer: One Transformer to Rule Universal Image Segmentation

Versatile Diffusion: Text, Images and Variations All in One Diffusion Model, arXiv 2022 / ICCV 2023

Neighborhood Attention Transformer, arxiv 2022 / CVPR 2023. Dilated Neighborhood Attention Transformer, arxiv 2022

Fast Multi-dimensional Sparse Attention

Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models, arxiv 2023 / CVPR 2024

Matting Anything Model (MAM), an efficient and versatile framework for estimating the alpha matte of any instance in an image with flexible and interactive visual or linguistic user prompt guidance.

Escaping the Big Data Paradigm with Compact Transformers, 2021 (Train your Vision Transformers in 30 mins on CIFAR-10 with a single GPU!)

[IJCV] Pyramid Attention Networks for Image Restoration: new SOTA results on multiple image restoration tasks: denoising, demosaicing, compression artifact reduction, super-resolution

PyTorch code for our paper "Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining" (CVPR2020).

Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models arXiv 2023 / CVPR 2024

[CVPR 2021] Rethinking Text Segmentation: A Novel Dataset and A Text-Specific Refinement Approach

[CVPR 2024] VCoder: Versatile Vision Encoders for Multimodal Large Language Models

[CVPR 2020 & 2021 & 2022 & 2023] Agriculture-Vision Dataset, Prize Challenge and Workshop: A joint effort with many great collaborators to bring Agriculture and Computer Vision/AI communities...

[WACV 2023] Keys to Better Image Inpainting: Structure and Texture Go Hand in Hand

Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification (ICCV 2019, Oral)

[Preprint] ConvMLP: Hierarchical Convolutional MLPs for Vision, 2021

Revisiting RCNN: On Awakening the Classification Power of Faster RCNN (ECCV 2018)

CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts

Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models, 2023

[Preprint] VMFormer: End-to-End Video Matting with Transformer

[MICCAI 2021] Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels: New SOTA on both DRIVE and CHASE_DB1.

[CVPR 2026 Oral] PAI-Bench: A Comprehensive Benchmark for Physical AI

[CVPR 2021] Adaptive Consistency Regularization for Semi-Supervised Transfer Learning

New flexible and efficient image generation framework that sets new SOTA on FFHQ-256 with FID 2.05, 2022

[CVPR 2020] Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation

[NeurIPS 2025] Elevating Visual Perception in Multimodal LLMs with Visual Embedding Distillation

[WACV 2023] Image Completion with Heterogeneously Filtered Spectral Hints

Improving Object Detection from Scratch via Gated Feature Reuse (BMVC 2019)

Any-Precision Deep Neural Networks (AAAI 2021)

T2I-Copilot: A Training-Free Multi-Agent Text-to-Image System for Enhanced Prompt Interpretation and Interactive Generation (ICCV'25)

[Preprint] UltraSR: Spatial Encoding is a Missing Key for Implicit Image Function-based Arbitrary-Scale Super-Resolution, 2021