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Sprouts-Jittor

新芽式的考核(新芽训练营、大组保研)均需采用 Jittor 复现代码。本 Repo 收集整理一些目前已有的 Jittor 开源代码,从而可以方便正在接受考核的同学尽量避免重复实现已有 Jittor 代码的工作。需要注意的是,本 Repo 收集的并不全面,对于具体工作,还请更大范围搜索后再判定是否适合作为考核选题。

更新日期:2025.8.11

1 基础网络架构

Year Venue Model Document Title 代码地址 事由
2017 ICCV DCN Deformable Convolutional Networks https://github.com/x-y20/jittor-dcn 保研
2021 ICCV Swin Transformer Swin Transformer: Hierarchical Vision Transformer Using Shifted Windows https://github.com/Miaehal/jt_pytorch_swin 保研

2 持续学习

Year Venue Model Document Title 代码地址 事由
2016 ECCV LWF Learning Without Forgetting https://github.com/kira9339/jittor_lwf 新芽
2018 CVPR PackNet PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning https://github.com/Fun-James/PackNet-Jittor 新芽
2022 CVPR L2P Learning to Prompt for Continual Learning https://github.com/paraliine/l2p-jittor 保研
2022 CVPR L2P Learning to Prompt for Continual Learning https://github.com/chillybreeze-hao/l2p_jittor 保研
2023 NeurIPS RanPAC RanPAC: Random Projections and Pre-trained Models for Continual Learning https://github.com/Fluoroantimonic-H/RanPAC-jittor 保研
2025 CVPR MoAL Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning https://github.com/thirwave/MoalJt 保研
2025 CVPR ResNet-50 Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping https://github.com/Sitaye/GDDSG-Jittor 保研

3 图像重建与复原

Year Venue Model Document Title 代码地址 事由
2021 CVPR LIIF Learning Continuous Image Representation with Local Implicit Image Function https://github.com/a1ei/liif_jittor 保研
2021 CVPR LIIF Learning Continuous Image Representation with Local Implicit Image Function https://github.com/WindATree/LIIF-Jittor 保研
2023 CVPR DNF DNF: Decouple and Feedback Network for Seeing in the Dark https://github.com/RRRRReus/DNF-Jittor-Reproduction 保研
2022 CVPR Blind2Unblind Blind2Unblind: Self-Supervised Image Denoising with Visible Blind Spots https://github.com/Qu-a-n/B2UwithJittor 保研
2024 TPAMI Flow_PWC Self-Supervised Deep Blind Video Super-Resolution https://github.com/Athena-Re/Self-Blind-VSR-with-Jittor 保研

4 图像编辑

Year Venue Model Document Title 代码地址 事由
2020 CVPR HiSD Fine-grained Portrait Attribute Editing https://github.com/XLINYIN/HiSD-Jittor 保研
2022 CVPR Imagen Prompt-to-Prompt Image Editing with Cross-Attention Control https://github.com/NJUST-wyx/20---prompt-to-prompt 保研

5 图像分割

Year Venue Model Document Title 代码地址 事由
2020 CVPR SINet Camouflaged Object Detection: From Method to Cognition https://github.com/WUKEYINGING/Jittor-SINet-WKY 保研
2021 CVPR PFNet Camouflaged Object Segmentation With Distraction Mining https://github.com/ejekess/PFNet_jittor 保研

6 多模态融合

Year Venue Model Document Title 代码地址 事由
2023 Information Fusion PSFusion Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity https://github.com/yzbcs/PSFusionJittor 保研
2024 ECAI SFDFusion SFDFusion: An Efficient Spatial-Frequency Domain Fusion Network for Infrared and Visible Image Fusion https://github.com/yvxinn/SFDFusion_jittor 新芽
2025 CVPR SelfGIFNet One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion https://github.com/Kallen6669/SelfGIFNet 保研

7 通用目标检测

Year Venue Model Document Title 代码地址 事由
2015 NeurIPS Faster R-CNN Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks https://github.com/arianna-h/exam_jittor 保研
2015 NeurIPS Faster R-CNN Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks https://github.com/wwiinndd/TwoStageDeteciton 保研
2015 NeurIPS Faster R-CNN Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks https://github.com/Holysmiles/faster_rcnn_jittor 保研
2017 CVPR RetinaNet Focal Loss for Dense Object Detection https://github.com/Running-Turtle1/jittor-retinanet 保研
2020 ECCV DETR End-to-End Object Detection with Transformers https://github.com/Ber0ton/DETR-Jittor-and-Pytorch/ 保研
2021 CVPR GFL V2 Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection https://github.com/FuZhongyuan/GFocalV2 保研
2021 GitHub开源社区 NanoDet-Plus https://github.com/RangiLyu/nanodet https://github.com/kyc001/NanoDet 新芽

8 小样本学习(分类、分割、检测)

Year Venue Model Document Title 代码地址 事由
2015 MICCAI UNet U-Net: Convolutional Networks for Biomedical Image Segmentation https://github.com/xyt732/xyt 保研
2020 Neurocomputing ResNet-50 Revisiting Metric Learning for Few-Shot Image Classification https://github.com/withernova/Revisiting_Metric_Learning_for_Few-Shot_Image_Classification/tree/ori_essay 保研
2023 ArXiv FS-MedSAM2 FS-MedSAM2: Exploring the Potential of SAM2 for Few-Shot Medical Image Segmentation without Fine-tuning https://github.com/MasterAlphZero/JtToFSMedSAM2 保研
2023 TIM CPANet Cross Position Aggregation Network for Few-shot Strip Steel Surface Defect Segmentation https://github.com/ZSLsherly/CPANet-Pytorch-Jittor/tree/master/CPANet 保研
2023 TIM CPANet Cross Position Aggregation Network for Few-shot Strip Steel Surface Defect Segmentation https://github.com/qsb2333/JittorForCPANet
2023 MIDL MedSegDiff MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model https://github.com/jarambler/MedSegDiff-Jittor 保研
2023 MIDL MedSegDiff MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model https://github.com/XD-XXF/MedSegDiff-Jittor 保研
2023 ICCV SCCAN Self-Calibrated Cross Attention Network for Few-Shot Segmentation https://github.com/AllenReder/SCCAN-jittor 保研

9 恶劣环境视觉感知

Year Venue Model Document Title 代码地址 事由
2021 ICCV DC-ShadowNet DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network https://github.com/Wang-Yi-Yu/Jittor_DC-ShadowNet 新芽
2024 CVPR DAI-NET Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation https://github.com/HardenMYG/DAI-NET-jittor 新芽

10 图像生成模型

Year Venue Model Document Title 代码地址 事由
2018 CVPR StarGAN Multi-modal Image Generation https://github.com/lkhup/StarGan-Jittor 保研
2020 CVPR StarGAN v2 StarGAN v2: Diverse Image Synthesis for Multiple Domains https://github.com/SidneyLu/StarGAN2j 新芽
2020 CVPR StarGAN v2 Multi-modal Image Generation https://github.com/fwp101/stargan-v2-jittor 保研
2020 NeurIPS DDPM Denoising Diffusion Probabilistic Models https://github.com/renren1988/jittor_diffusion 保研
2020 NeurIPS DDPM Denoising Diffusion Probabilistic Models https://github.com/zyxiang2004/JitNoise 保研
2020 NeurIPS DDPM Denoising Diffusion Probabilistic Models https://github.com/IOTXDY/Pytorch-and-Jittor-Implementations-of-Denoising-Diffusion-Probabilistic-Models 保研
2020 NeurIPS DDPM Denoising Diffusion Probabilistic Models https://github.com/linyuxin666666/LYX_DDPM 保研
2021 ICLR DDIM Denoising Diffusion Implicit Models https://github.com/AprilS6/ddpm_ddim_with_jittor_pytorch 保研
2021 ICLR DDIM Denoising Diffusion Implicit Models https://github.com/MoonKirito/Jittor-DDIM 保研
2021 ICLR DDIM Denoising Diffusion Implicit Models https://github.com/hupeach/DDIM 保研
2022 CVPR LDM High-Resolution Image Synthesis with Latent Diffusion Models https://github.com/zhuhe3331/Jittor-LDM-MNIST 保研
2022 CVPR LDM High-Resolution Image Synthesis with Latent Diffusion Models https://github.com/Hakurei-Reimu-Gensokyo/simple-ldm 保研
2022 NeurIPS CFG Classifier-Free Diffusion Guidance https://github.com/Sunnet314159/CFG-Jittor 保研
2024 ICLR SuppressEOT Get What You Want, Not What You Don't: Image Content Suppression for Text-to-Image Diffusion Models https://github.com/PepaByte/SuppressEOT-Jittor 新芽
2025 ICLR DiT-S/2 One Step Diffusion via Shortcut Models https://github.com/yoshimatsuu/shortcut-models-jittor 保研

11 大语言模型

Year Venue Model Document Title 代码地址 事由
2019 arxiv LoRA on DistilBERT DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter https://github.com/github-haoyan/github-haoyan 保研
2022 ICLR LoRA LoRA: Low-Rank Adaptation of Large Language Models https://github.com/thereflection84/GPT2_LoRA_Jittor 保研
2022 ICLR LoRA LoRA: Low-Rank Adaptation of Large Language Models https://github.com/waywooKwong/LoRA-Jittor 保研
2022 ICLR LoRA LoRA: Low-Rank Adaptation of Large Language Models https://github.com/Estella999/LoRA-jittor 保研
2023 arXiv LLaMA LLaMA: Open and Efficient Foundation Language Models https://github.com/Hanrong-li/llama_jittor/tree/master 保研
2023 ICLR ReAct ReAct: Synergizing Reasoning and Acting in Language Models https://github.com/peichenxi77/React 保研
2023 ICLR ReAct ReAct**:** Synergizing Reasoning and Acting in Language Models https://github.com/August-Liu2004/ReAct-Jittor 保研

12 视觉语言大模型

Year Venue Model Document Title 代码地址 事由
2022 ICLR LoRA LoRA: Low-Rank Adaptation of Large Language Models https://github.com/zhenrys/LoRA-GPT2-E2E-pytorch-jittor/tree/master/by-jittor/NLG/src 保研
2019 Open Ai 博客 GPT2 Language Models are Unsupervised Multitask Learners https://github.com/GsjResilient/lora_jittor 保研
2023 CVPR EfficientViT EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention https://github.com/Scarlett19uyu/Efficientvitcls-jittor 保研
2023 ICLR MoA Vision-Language Large Models: Model Acceleration and Efficient Fine-tuning https://github.com/MorningYin/MoA_Jittor 保研

13 遥感目标检测

Year Venue Model Document Title 代码地址 事由
2022 TIP UIUNet UIU-Net: U-Net in U-Net for Infrared Small Object Detection https://github.com/V-Ane/UIUNet 保研
2023 TIP DNANet Dense nested attention network for infrared small target detection https://github.com/Sauruang/DNANet-Jittor-Implementation 保研
2023 TIP DNANet Dense Nested Attention Network for Infrared Small Target Detection https://github.com/cicdean/Jittor-Implementation-of-DNANet 保研
2023 ICCV LSKNet Large Selective Kernel Network for Remote Sensing Object Detection https://github.com/eptq00/JDet-Nanoputian 保研
2024 TGRS L2SKNet Saliency at the Helm: Steering Infrared Small Target Detection with Learnable Kernels https://github.com/Yejiaxuan/L2SKNet-Jittor 保研
2024 CVPR MSHNet Infrared Small Target Detection with Scale and Location Sensitivity https://github.com/Hareplace/MSHNet_jittor 保研

14 事件相机

Year Venue Model Document Title 代码地址 事由
2023 AAAI DMANet Dual Memory Aggregation Network for Event-based Object Detection with Learnable Representation https://github.com/DayDayupupu/DMANet_jittor 保研
2023 AAAI DMANet Dual Memory Aggregation Network for Event-Based Object Detection with Learnable Representation https://github.com/Yuyciciccc/DMANet-Jittor 保研

15 模型轻量化

Year Venue Model Document Title 代码地址 事由
2021 CVPR RepVGG RepVGG: Making VGG-style ConvNets Great Again https://github.com/NeikuiColacat/RepVGG-Jittor-CIFAR100 保研
2022 NeurIPS DKD Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation https://github.com/xp-nb/Jittor_DKD 保研
2022 CVPR DKD Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation https://github.com/Envy6163/DKD-Jittor.git 保研
2022 ICLR Lora Lora: Low-rank adaptation of large language models https://github.com/xuzhichen139/LoRA-in-Jittor 新芽

16 提示学习

Year Venue Model Document Title 代码地址 事由
2025 ICCV ATPrompt Advancing Textual Prompt Learning with Anchored Attributes https://github.com/StarryAnastasius/Jittor_ATPrompt 新芽

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