Jittor代码实现统计表

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:2026.1.12

1 基础网络架构

YearVenueModelDocument Title代码地址事由
2017ICCVDCNDeformable Convolutional Networkshttps://github.com/x-y20/jittor-dcn保研
2021ICCVSwin TransformerSwin Transformer: Hierarchical Vision Transformer Using Shifted Windowshttps://github.com/Miaehal/jt_pytorch_swin保研

2 持续学习

YearVenueModelDocument Title代码地址事由
2016ECCVLWFLearning Without Forgettinghttps://github.com/kira9339/jittor_lwf新芽
2018CVPRPackNetPackNet: Adding Multiple Tasks to a Single Network by Iterative Pruninghttps://github.com/Fun-James/PackNet-Jittor新芽
2022CVPRL2PLearning to Prompt for Continual Learninghttps://github.com/paraliine/l2p-jittor保研
2022CVPRL2PLearning to Prompt for Continual Learninghttps://github.com/chillybreeze-hao/l2p_jittor保研
2023NeurIPSRanPACRanPAC: Random Projections and Pre-trained Models for Continual Learninghttps://github.com/Fluoroantimonic-H/RanPAC-jittor保研
2025CVPRMoALKnowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learninghttps://github.com/thirwave/MoalJt保研
2025CVPRResNet-50Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Groupinghttps://github.com/Sitaye/GDDSG-Jittor保研

3 图像重建与复原

YearVenueModelDocument Title代码地址事由
2021CVPRLIIFLearning Continuous Image Representation with Local Implicit Image Functionhttps://github.com/a1ei/liif_jittor保研
2021CVPRLIIFLearning Continuous Image Representation with Local Implicit Image Functionhttps://github.com/WindATree/LIIF-Jittor保研
2023CVPRDNFDNF: Decouple and Feedback Network for Seeing in the Darkhttps://github.com/RRRRReus/DNF-Jittor-Reproduction保研
2022CVPRBlind2UnblindBlind2Unblind: Self-Supervised Image Denoising with Visible Blind Spotshttps://github.com/Qu-a-n/B2UwithJittor保研
2024TPAMIFlow_PWCSelf-Supervised Deep Blind Video Super-Resolutionhttps://github.com/Athena-Re/Self-Blind-VSR-with-Jittor保研

4 图像编辑

YearVenueModelDocument Title代码地址事由
2020CVPRHiSDFine-grained Portrait Attribute Editinghttps://github.com/XLINYIN/HiSD-Jittor保研
2022CVPRImagenPrompt-to-Prompt Image Editing with Cross-Attention Controlhttps://github.com/NJUST-wyx/20---prompt-to-prompt保研

5 图像分割

YearVenueModelDocument Title代码地址事由
2020CVPRSINetCamouflaged Object Detection: From Method to Cognitionhttps://github.com/WUKEYINGING/Jittor-SINet-WKY保研
2021CVPRPFNetCamouflaged Object Segmentation With Distraction Mininghttps://github.com/ejekess/PFNet_jittor保研

6 多模态融合

YearVenueModelDocument Title代码地址事由
2023Information FusionPSFusionRethinking 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 fidelityhttps://github.com/yzbcs/PSFusionJittor保研
2024ECAISFDFusionSFDFusion: An Efficient Spatial-Frequency Domain Fusion Network for Infrared and Visible Image Fusionhttps://github.com/yvxinn/SFDFusion_jittor新芽
2025CVPRSelfGIFNetOne Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusionhttps://github.com/Kallen6669/SelfGIFNet保研

7 通用目标检测

YearVenueModelDocument Title代码地址事由
2015NeurIPSFaster R-CNNFaster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkshttps://github.com/arianna-h/exam_jittor保研
2015NeurIPSFaster R-CNNFaster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkshttps://github.com/wwiinndd/TwoStageDeteciton保研
2015NeurIPSFaster R-CNNFaster R-CNN: Towards Real-Time Object Detection with Region Proposal Networkshttps://github.com/Holysmiles/faster_rcnn_jittor保研
2017CVPRRetinaNetFocal Loss for Dense Object Detectionhttps://github.com/Running-Turtle1/jittor-retinanet保研
2020ECCVDETREnd-to-End Object Detection with Transformershttps://github.com/Ber0ton/DETR-Jittor-and-Pytorch/保研
2021CVPRGFL V2Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detectionhttps://github.com/FuZhongyuan/GFocalV2保研
2021GitHub开源社区NanoDet-Plushttps://github.com/RangiLyu/nanodethttps://github.com/kyc001/NanoDet新芽

8 小样本学习(分类、分割、检测)

YearVenueModelDocument Title代码地址事由
2015MICCAIUNetU-Net: Convolutional Networks for Biomedical Image Segmentationhttps://github.com/xyt732/xyt保研
2020NeurocomputingResNet-50Revisiting Metric Learning for Few-Shot Image Classificationhttps://github.com/withernova/Revisiting_Metric_Learning_for_Few-Shot_Image_Classification/tree/ori_essay保研
2023ArXivFS-MedSAM2FS-MedSAM2: Exploring the Potential of SAM2 for Few-Shot Medical Image Segmentation without Fine-tuninghttps://github.com/MasterAlphZero/JtToFSMedSAM2保研
2023TIMCPANetCross Position Aggregation Network for Few-shot Strip Steel Surface Defect Segmentationhttps://github.com/ZSLsherly/CPANet-Pytorch-Jittor/tree/master/CPANet保研
2023TIMCPANetCross Position Aggregation Network for Few-shot Strip Steel Surface Defect Segmentationhttps://github.com/qsb2333/JittorForCPANet
2023MIDLMedSegDiffMedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Modelhttps://github.com/jarambler/MedSegDiff-Jittor保研
2023MIDLMedSegDiffMedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Modelhttps://github.com/XD-XXF/MedSegDiff-Jittor保研
2023ICCVSCCANSelf-Calibrated Cross Attention Network for Few-Shot Segmentationhttps://github.com/AllenReder/SCCAN-jittor保研

9 恶劣环境视觉感知

YearVenueModelDocument Title代码地址事由
2021ICCVDC-ShadowNetDC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Networkhttps://github.com/Wang-Yi-Yu/Jittor_DC-ShadowNet新芽
2024CVPRDAI-NETBoosting Object Detection with Zero-Shot Day-Night Domain Adaptationhttps://github.com/HardenMYG/DAI-NET-jittor新芽

10 图像生成模型

YearVenueModelDocument Title代码地址事由
2018CVPRStarGANMulti-modal Image Generationhttps://github.com/lkhup/StarGan-Jittor保研
2020CVPRStarGAN v2StarGAN v2: Diverse Image Synthesis for Multiple Domainshttps://github.com/SidneyLu/StarGAN2j新芽
2020CVPRStarGAN v2Multi-modal Image Generationhttps://github.com/fwp101/stargan-v2-jittor保研
2020NeurIPSDDPMDenoising Diffusion Probabilistic Modelshttps://github.com/renren1988/jittor_diffusion保研
2020NeurIPSDDPMDenoising Diffusion Probabilistic Modelshttps://github.com/zyxiang2004/JitNoise保研
2020NeurIPSDDPMDenoising Diffusion Probabilistic Modelshttps://github.com/IOTXDY/Pytorch-and-Jittor-Implementations-of-Denoising-Diffusion-Probabilistic-Models保研
2020NeurIPSDDPMDenoising Diffusion Probabilistic Modelshttps://github.com/linyuxin666666/LYX_DDPM保研
2021ICLRDDIMDenoising Diffusion Implicit Modelshttps://github.com/AprilS6/ddpm_ddim_with_jittor_pytorch保研
2021ICLRDDIMDenoising Diffusion Implicit Modelshttps://github.com/MoonKirito/Jittor-DDIM保研
2021ICLRDDIMDenoising Diffusion Implicit Modelshttps://github.com/hupeach/DDIM保研
2022CVPRLDMHigh-Resolution Image Synthesis with Latent Diffusion Modelshttps://github.com/zhuhe3331/Jittor-LDM-MNIST保研
2022CVPRLDMHigh-Resolution Image Synthesis with Latent Diffusion Modelshttps://github.com/Hakurei-Reimu-Gensokyo/simple-ldm保研
2022NeurIPSCFGClassifier-Free Diffusion Guidancehttps://github.com/Sunnet314159/CFG-Jittor保研
2024ICLRSuppressEOTGet What You Want, Not What You Don’t: Image Content Suppression for Text-to-Image Diffusion Modelshttps://github.com/PepaByte/SuppressEOT-Jittor新芽
2025ICLRDiT-S/2One Step Diffusion via Shortcut Modelshttps://github.com/yoshimatsuu/shortcut-models-jittor保研

11 大语言模型

YearVenueModelDocument Title代码地址事由
2019arxivLoRA on DistilBERTDistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterhttps://github.com/github-haoyan/github-haoyan保研
2022ICLRLoRALoRA: Low-Rank Adaptation of Large Language Modelshttps://github.com/thereflection84/GPT2_LoRA_Jittor保研
2022ICLRLoRALoRA: Low-Rank Adaptation of Large Language Modelshttps://github.com/waywooKwong/LoRA-Jittor保研
2022ICLRLoRALoRA: Low-Rank Adaptation of Large Language Modelshttps://github.com/Estella999/LoRA-jittor保研
2023arXivLLaMALLaMA: Open and Efficient Foundation Language Modelshttps://github.com/Hanrong-li/llama_jittor/tree/master保研
2023ICLRReActReAct: Synergizing Reasoning and Acting in Language Modelshttps://github.com/peichenxi77/React保研
2023ICLRReActReAct**:** Synergizing Reasoning and Acting in Language Modelshttps://github.com/August-Liu2004/ReAct-Jittor保研

12 视觉语言大模型

YearVenueModelDocument Title代码地址事由
2022ICLRLoRALoRA: Low-Rank Adaptation of Large Language Modelshttps://github.com/zhenrys/LoRA-GPT2-E2E-pytorch-jittor/tree/master/by-jittor/NLG/src保研
2019Open Ai 博客GPT2Language Models are Unsupervised Multitask Learnershttps://github.com/GsjResilient/lora_jittor保研
2023CVPREfficientViTEfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attentionhttps://github.com/Scarlett19uyu/Efficientvitcls-jittor保研
2023ICLRMoAVision-Language Large Models: Model Acceleration and Efficient Fine-tuninghttps://github.com/MorningYin/MoA_Jittor保研

13 遥感目标检测

YearVenueModelDocument Title代码地址事由
2022TIPUIUNetUIU-Net: U-Net in U-Net for Infrared Small Object Detectionhttps://github.com/V-Ane/UIUNet保研
2023TIPDNANetDense nested attention network for infrared small target detectionhttps://github.com/Sauruang/DNANet-Jittor-Implementation保研
2023TIPDNANetDense Nested Attention Network for Infrared Small Target Detectionhttps://github.com/cicdean/Jittor-Implementation-of-DNANet保研
2023ICCVLSKNetLarge Selective Kernel Network for Remote Sensing Object Detectionhttps://github.com/eptq00/JDet-Nanoputian保研
2024TGRSL2SKNetSaliency at the Helm: Steering Infrared Small Target Detection with Learnable Kernelshttps://github.com/Yejiaxuan/L2SKNet-Jittor保研
2024CVPRMSHNetInfrared Small Target Detection with Scale and Location Sensitivityhttps://github.com/Hareplace/MSHNet_jittor保研

14 事件相机

YearVenueModelDocument Title代码地址事由
2023AAAIDMANetDual Memory Aggregation Network for Event-based Object Detection with Learnable Representationhttps://github.com/DayDayupupu/DMANet_jittor保研
2023AAAIDMANetDual Memory Aggregation Network for Event-Based Object Detection with Learnable Representationhttps://github.com/Yuyciciccc/DMANet-Jittor保研

15 模型轻量化

YearVenueModelDocument Title代码地址事由
2021CVPRRepVGGRepVGG: Making VGG-style ConvNets Great Againhttps://github.com/NeikuiColacat/RepVGG-Jittor-CIFAR100保研
2022NeurIPSDKDDecomposed Knowledge Distillation for Class-Incremental Semantic Segmentationhttps://github.com/xp-nb/Jittor_DKD保研
2022CVPRDKDDecomposed Knowledge Distillation for Class-Incremental Semantic Segmentationhttps://github.com/Envy6163/DKD-Jittor.git保研
2022ICLRLoraLora: Low-rank adaptation of large language modelshttps://github.com/xuzhichen139/LoRA-in-Jittor新芽

16 提示学习

YearVenueModelDocument Title代码地址事由
2025ICCVATPromptAdvancing Textual Prompt Learning with Anchored Attributeshttps://github.com/StarryAnastasius/Jittor_ATPrompt新芽
Yimian Dai
Yimian Dai
Associate Professor

南开大学计算机学院副教授,专注于红外弱小目标检测、多模态视觉感知方向的研究。