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Awesome-RWKV-in-Vision Awesome

Image

RWKV4: StararXiv

RWKV5&6: StararXiv

RWKV Ecosystem: https://rwkv.cn/eco

Table of Contents

Vision Backbone

Title Code Link
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures Star arXiv

Image Restoration

Title Code Link
Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV Star arXiv
GDSR: Global-Detail Integration through Dual-Branch Network with Wavelet Losses for Remote Sensing Image Super-Resolution N/A arXiv

Image Generation

Title Code Link
Diffusion-RWKV: Scaling RWKV-Like Architectures for Diffusion Models Star arXiv

Image Segmentation

Title Code Link
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures Star arXiv
Mamba or RWKV: Exploring High-Quality and High-Efficiency Segment Anything Model Star arXiv
BSBP-RWKV: Background Suppression with Boundary Preservation for Efficient Medical Image Segmentation N/A LINK
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation Star arXiv

Vision-Language Model

Title Code Link
VisualRWKV: Visual Language model based on RWKV Star arXiv
RWKV-CLIP: A Robust Vision-Language Representation Learner Star arXiv

3D Point Cloud Learning

Title Code Link
PointRWKV: Efficient RWKV-Like Model for Hierarchical Point Cloud Learning Star arXiv
LION: Linear Group RNN for 3D Object Detection in Point Clouds Star arXiv
OccRWKV: Rethinking Efficient 3D Semantic Occupancy Prediction with Linear Complexity Star arXiv

Video Understanding

Title Code Link
Video RWKV: Video Action Recognition Based RWKV N/A arXiv

Survey

Title Code Link
A Survey of RWKV Star arXiv
From Transformers to the Future: An In-Depth Exploration of Modern Language Model Architectures N/A LINK
The Evolution of RWKV: Advancements in Efficient Language Modeling N/A arXiv