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State-of-the-Art AI Papers

ai cnn computer-vision convolutional-neural-networks deep-learning llms machine-learning medical-imaging nlp papers state-of-the-art unet unet-image-segmentation image-segmentation

ai_papers's Introduction

Awesome Artificial Intelligence State-of-the-Arts Papers Awesome

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✨NLP

Year Name Arxiv CODE
2016 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding PDF GitHub Colab
2023 ChatLaw: Open-Source Legal Large Language Model with Integrated External Knowledge Bases PDF GitHub
2023 GPT-4 Technical Report PDF GitHub

✨ Computer Vision

Year Name Arxiv CODE
2013 R-CNN: Rich feature hierarchies for accurate object detection and semantic segmentation PDF GitHub
2015 Style Transfer: A Neural Algorithm of Artistic Style PDF GitHub
2016 DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs PDF GitHub
2016 Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks PDF GitHub
2016 SegNet: A Deep Convolutional Encoder-Decoder Architecture for image segmentation PDF GitHub Colab
2017 Mask R-CNN: Rich feature hierarchies for accurate object detection and semantic segmentation PDF GitHub
2020 FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping PDF GitHub
2020 Cycle GAN :Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks PDF GitHub
2020 A Lip Sync Expert Is All You Need for Speech to Lip Generation In The Wild PDF GitHub
2020 NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis PDF GitHub
2021 AD-NeRF: Audio Driven Neural Radiance Fields for Talking Head Synthesis PDF GitHub
2022 High-Resolution Image Synthesis with Latent Diffusion Models PDF GitHub
2022 StyleSwap: Style-Based Generator Empowers Robust Face Swapping PDF GitHub
2022 Few-Shot Head Swapping in the Wild PDF GitHub
2022 MobileFaceSwap: A Lightweight Framework for Video Face Swapping PDF GitHub
2022 Learning Dynamic Facial Radiance Fields for Few-Shot Talking Head Synthesis PDF GitHub
2022 StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pretrained StyleGAN PDF GitHub
2022 Multi-View Consistent Generative Adversarial Networks for 3D-aware Image Synthesis PDF GitHub
2022 FNeVR: Neural Volume Rendering for Face Animation PDF GitHub
2022 EpiGRAF: Rethinking training of 3D GANs PDF GitHub
2023 Text-To-4D Dynamic Scene Generation PDF GitHub
2023 StyleTalk: One-shot Talking Head Generation with Controllable Speaking Styles PDF GitHub
2023 Efficient Region-Aware Neural Radiance Fields for High-Fidelity Talking Portrait Synthesis PDF GitHub
2023 DINet: Deformation Inpainting Network for Realistic Face Visually Dubbing on High-Resolution Video PDF GitHub
2023 DiffusionVideoEditing: Speech Driven Video Editing via an Audio-Conditioned Diffusion Model PDF GitHub
2023 Implicit Identity Representation Conditioned Memory Compensation Network for Talking Head Video Generation PDF GitHub
2023 OTAvatar : One-shot Talking Face Avatar with Controllable Tri-plane Rendering PDF GitHub
2023 Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert PDF GitHub
2023 GeneFace: Generalized and High-Fidelity Audio-Driven 3D Talking Face Synthesis PDF GitHub
2023 CodeTalker: Speech-Driven 3D Facial Animation with Discrete Motion Prior PDF GitHub
2023 Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars PDF GitHub
2023 Conditional Image-to-Video Generation with Latent Flow Diffusion Models PDF GitHub
2023 Class-consistent and Diverse Image Generation through StyleGANs PDF GitHub
2023 An efficient PyTorch-based library for training 3D-aware image synthesis models. PDF GitHub
2023 Semantic-aware Generation of Multi-view Portrait Drawings (SAGE) PDF GitHub
2023 Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and Reconstruction PDF GitHub

🧪 Medical Image Segmentation

Year Name Arxiv CODE
2015 U-Net: Convolutional Networks for Biomedical Image Segmentation PDF GitHub
2016 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation PDF GitHub
2018 UNet++: A Nested U-Net Architecture for Medical Image Segmentation PDF Kaggle
2019 UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation PDF GitHub
2018 nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation PDF GitHub
2018 LadderNet: Multi-path networks based on U-Net for medical image segmentation PDF GitHub
2018 R2U-Net : Recurrent Residual Convolutional Neural Network based on U-Net for Medical Image Segmentation PDF GitHub
2018 Attention U-Net : Learning Where to Look for the Pancreas PDF Kaggle GitHub
2019 MultiResUNet : Rethinking the U-Net architecture for multimodal biomedical image segmentation PDF Kaggle GitHub
2019 ResUNet++: An Advanced Architecture for Medical Image Segmentation PDF GitHub
2020 UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation PDF GitHub
2020 DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation PDF GitHub
2020 DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation PDF GitHub
2020 CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation PDF GitHub
2020 SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation PDF GitHub
2021 TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation PDF GitHub
2021 U-Net Transformer: Self and Cross Attention for Medical Image Segmentation PDF GitHub
2021 Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation PDF GitHub
2021 UTNet : A Hybrid Transformer Architecture for Medical Image Segmentation PDF GitHub
2021 UNETR: Transformers for 3D Medical Image Segmentation PDF GitHub
2021 PocketNet: A Smaller Neural Network for Medical Image Analysis PDF GitHub
2021 UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation PDF GitHub
2022 3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation PDF GitHub
2022 Contextual Attention Network: Transformer Meets U-Net PDF GitHub
2022 UNeXt: MLP-based Rapid Medical Image Segmentation Network PDF GitHub
2022 The Fully Convolutional Transformer for Medical Image Segmentation PDF GitHub
2023 MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation PDF GitHub
2023 CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion PDF GitHub
2023 SAM-Med2D PDF GitHub
2023 Segment Anything Model for Medical Image Analysis: an Experimental Study PDF GitHub
2023 ScaleCrafter for higher-resolution visual generation at inference time PDF GitHub

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