hi，大家好，非常高兴的告诉大家，百度飞桨论文复现赛第六期已经开始了，本次论文复现赛共将有100+篇的经典&前沿论文供大家复现，以及新增了飞桨特色模型挑战赛，详细信息可以参考AI Studio，大家是否已经迫不及待了呢~

为了帮助大家更好的了解每篇论文的复现进度，本次复现赛将在本帖中汇总信息。如果你报名/提交结果，需要按格式在进行回复，我们每天会汇总所有的信息，并更新在下表中，你可以通过下面的表格中，了解到每一篇论文的相关信息。

回复的格式为：

【队名】：你队伍的名称

【序号】：你队伍想要复现的论文序号

【论文】：你队伍想要复现的论文名称

【状态】：报名/提交

【repo链接】：repo的链接

如：

【队名】：百度飞桨

【序号】：100

【论文】：Paper 1

【状态】：提交

【repo链接】：https://github.com/PaddlePaddle/Paddle

论文复现赛

图像分类

序号	论文	复现等级	报名队伍	完成队伍
1	Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search	☀️☀️	Mr_XXX(报名)(Paddle-Cream)
2	CycleMLP: A MLP-like Architecture for Dense Prediction	☀️☀️	斑马(报名)(CycleMLP-main-Paddle)拼手速(报名&提交)(CycleMLP-paddle)
3	Going deeper with Image Transformers	☀️☀️	hhhAlan(报名)(CaiT_paddle)道不远人55(报名)(Going-deeper-with-Image-Transformers)
4	CvT: Introducing Convolutions to Vision Transformers	☀️☀️	冲冲冲(报名)(CvT_Paddle)小Pig快跑(报名)(CVT-Paper-reproduction)扛把子(报名)(CvT)李娜说的都(报名)(Paddle_CvT)
5	HashNet: Deep Learning to Hash by Continuation	☀️☀️☀️☀️	瓜瓜瓜(报名)(HashNet_PDPD_repro.git)菜就一个字(报名)(HashNet)
6	Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN	☀️☀️	百度飞桨(报名)(-GreedyHash)DUT_BOYS(报名&提交)(paddle_greedyhash)	DUT_BOYS
7	An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection	☀️☀️	子华(报名)(VovNet.Paddle)我又来啦！(报名)(paddle_realESRGAN)qifei(报名)(Real_ESRGAN--)对队(报名&提交)(VoVNet-PaddlePaddle)千万不再做阿的团队(报名)()
8	A ConvNet for the 2020s	☀️☀️	KHB1698(报名)(ConvNet_paddle)gis322(报名)(ConvNeXt_paddle)hhhAlan(报名)(convnext_paddle)peterjaq(报名)(PaddleClas_ConvNet)华科芒果(报名)(ConvNext_paddle_Mango.git)自动AC机(报名)(Paddle-ConvNet)404宿管大队(报名)(ConvneXt)
9	Visual Attention Network	☀️☀️	gs_syc(报名)(VAN-Classification-paddle)RangeKing(报名)(VAN-Classification-Paddle)复现都队(报名)(Visual-Attention-Network)拼手速(报名&提交2)(PaddleClas_VAN-Classification)	拼手速
10	Pelee: A Real-Time Object Detection System on Mobile Devices	☀️☀️☀️☀️	UnseenMe(报名)(pelee-paddle)
11	Destruction and Construction Learning for Fine-grained Image Recognition	☀️☀️☀️☀️	qifei(报名)(dcl_paddle)时雨(报名)(PaddlePaddleDCL)testOne(报名)(Mult_KD)大山坡(报名&提交)(PaddlePaddle_DCL)
12	[See Better Before Looking Closer: Weakly Supervised Data
Augmentation Network for Fine-Grained Visual Classification](https://arxiv.org/abs/1901.09891)	☀️☀️	Victory8858(报名&提交)(WS-DAN-Paddle)	Victory8858
13	Multi-Task Learning as Multi-Objective Optimization	☀️☀️☀️☀️	来中路对狙(报名)(Multi-Task-Learning-Paddle)复现升级队(报名)(MTL-as-Multi-Objective-Optimization-on-Paddle)
14	Residual Attention: A Simple but Effective Method for Multi-Label Recognition	☀️☀️	zhhike(报名)(CSRA_Paddle)子华(报名&提交)(CSRA.paddle)波波啥也不会(报名&提交)(CSRA-Paddle)	波波啥也不会
15	VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition（第五届中国软件开源创新大赛)	☀️☀️	还没想好(报名)(VL-LTR_paddle)Mr_XXX(报名)(Paddle-VT-LTR)
16	How to Trust Unlabeled Data? Instance Credibility Inference for Few-Shot Learning（第五届中国软件开源创新大赛)	☀️☀️	摸个鱼(报名)(ICI-paddle)
17	All Tokens Matter: Token Labeling for Training Better Vision Transformers	☀️☀️	节奏魔王(报名)(AllTokensMatter_paddle)
18	Trusted Multi-View Classification	☀️☀️	咕咕咕咕咕(报名)(TMC)角灰大帝(报名&提交)(TMC_Paddle)超想飞(报名)(TMC-paddle)jsdbzcm(报名&提交)(TMC)沉迷单车的追风少年(报名)(TMC_paddle)	角灰大帝

目标检测

序号	论文	复现等级	报名队伍
19	DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution	☀️☀️	a單曲循環b(报名)(AI_Studio-DetectoRS)
20	Anchor DETR: Query Design for Transformer-Based Object Detection	☀️☀️	三鲜面哈哈(报名)(paddle-AnchorDETR)星梦之火队(报名)(object-detection)嗨破米(报名)(paddle_papper)小蛇吃青蛙哇(报名)(Anchor-DETR-Query-Design-for-Transformer-Based-Object-Detection)esinhi(报名)(anchor-detr-paddle)
21	Instances as Queries（第五届中国软件开源创新大赛)	☀️☀️	塑造雕像的权利(报名)(paddle-Instances_as_Queries)来颗华子(报名)(QueryInst)
22	MaskFormer: Per-Pixel Classification is Not All You Need for Semantic Segmentation	☀️☀️	33你错了(报名)(MaskFormer.git)
23	SimDR: Is 2D Heatmap Even Necessary for Human Pose Estimation?	☀️☀️	KHB1698(报名)(SimDR_paddle)大数表征(报名)(Paddle_SimDR)
24	DCPose: Deep Dual Consecutive Network for Human Pose Estimation	☀️☀️
25	UniTrack: Do Different Tracking Tasks Require Different Appearance Models?	☀️☀️	itinterpret(报名)(PaddlePaddle_UniTrack)
26	KeepTrack: Learning Target Candidate Association to Keep Track of What Not to Track	☀️☀️	汤了个圆了个汤(报名)(LTAC_paddle)
27	DARDet: A Dense Anchor-free Rotated Object Detector in Aerial Images	☀️☀️	amulett.neo(报名)(DARDet_paddle)
28	The KFIoU Loss for Rotated Object Detection	☀️☀️	qifei(报名)(PaddleDetection)
29	Dynamic Anchor Learning for Arbitrary-Oriented Object Detection	☀️☀️	Victory8858(报名)(DAL-Paddle)
30	F2DNet: Fast Focal Detection Network for Pedestrian Detection	☀️☀️	自然选择(报名)(F2DNet_Paddle)

图像分割

序号	论文	复现等级	报名队伍	完成队伍
31	PSANet: Point-wise Spatial Attention Network for Scene Parsing	☀️☀️☀️☀️	Victory8858(报名)(semseg)dudu(报名&提交)(PSANet_paddle)
32	CCNet: Criss-Cross Attention for Semantic Segmentation	☀️☀️☀️☀️	gis322(报名)(CCNet_paddle)dudu(报名&提交)(CCNet_paddle)omowzz(报名)(sturdy-umbrella)	dudu
33	Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes	☀️☀️	开着奔驰种地(报名)(DDRnet_paddle)dudu(报名&提交)(DDRNet_paddle)ABCD(报名&提交)(paddle-DDRnet)	dudu
34	Polarized Self-Attention: Towards High-quality Pixel-wise Regression	☀️☀️	Cavaliers(报名)(-PSA)
35	Learning to Recommend Frame for Interactive Video Object Segmentation in the Wild	☀️☀️	JQbiu(报名)(JQbiu_paddlepaddle)
36	nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation（第五届中国软件开源创新大赛)	☀️☀️☀️☀️	pz_nn(报名)(nnU-Net-Paddle)U-Net yyds!(报名)(nnU-Net)鱼鱼鱼(报名)(nnunet)
37	nnFormer: Interleaved Transformer for Volumetric Segmentation	☀️☀️	魔芋爽(报名)(nnFormer-Paddle)
38	UNETR: Transformers for 3D Medical Image	☀️☀️	三不管战队(报名)(Paddle_Seg)fr-xduer(报名)(3D-Transformers)摸鱼(报名)(UNETR_paddle)
39	A Late Fusion CNN for Digital Matting	☀️☀️	JQbiu(报名)(JQbiu_paddlepaddle)
40	Deep Automatic Natural Image Matting	☀️☀️	gaka2012(报名)(paddle_contest1)ABCD(报名)(paddle-AIM)

图像生成

序号	论文	复现等级	报名队伍	完成队伍
41	[ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on
Weakly-Supervised Classification and Localization of Common Thorax Diseases](https://paperswithcode.com/paper/chestx-ray8-hospital-scale-chest-x-ray)	☀️☀️☀️☀️	qifei(报名)(chest_paddle)
42	GAN Prior Embedded Network for Blind Face Restoration in the Wild	☀️☀️	稳中求进BIT(报名)(GPEN_REPO)
43	Taming Transformers for High-Resolution Image Synthesis	☀️☀️☀️☀️	Mr_XXX(报名)(Paddle-Taming-Transformers)
44	StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery	☀️☀️	CuteCat(报名)(paddle-StyleCLIP)
45	Training Generative Adversarial Networks with Limited Data	☀️☀️☀️☀️	我还能吃下一条小鱼虫(报名)(paddle_stylegan2_ada)咩酱(报名)(ppgan)
46	GAN-Supervised Dense Visual Alignment	☀️☀️
47	GFP-GAN: Towards Real-World Blind Face Restoration with Generative Facial Prior	☀️☀️	冰海(报名)(Paddle_GFPGAN)NewGe6(报名)(Paddle_GFP-GAN)
48	[StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images
using Conditional Continuous Normalizing Flows](https://paperswithcode.com/paper/styleflow-attribute-conditioned-exploration)	☀️☀️
49	Alias-Free Generative Adversarial Networks	☀️☀️
50	Video Super-Resolution Transformer	☀️☀️	bingbing的团队(报名)(VSR-Transformer)
51	Real-Time Super-Resolution System of 4K-Video Based on Deep Learning	☀️☀️	下期见(报名)(paddle-egvsr)
52	Progressive Image Deraining Networks: A Better and Simpler Baseline	☀️☀️☀️☀️	高级伴读书童(报名&提交)(PReNet_paddle)大呀大聪明(报名)(PReNet_paddle)HaoHao(报名&提交)(PRNet-Paddle)	高级伴读书童

OCR

序号	论文	复现等级	报名队伍
53	LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment	☀️☀️
54	Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection	☀️☀️
55	From Two to One: A New Scene Text Recognizer with Visual Language Modeling Network	☀️☀️	小鸭子(报名)(VisionLAN-paddle)卫斯理(报名)(VisionLAN-paddle)
56	RobustScanner: Dynamically Enhancing Positional Clues for Robust Text Recognition	☀️☀️	XRXY(报名)(RobustScanner.paddle)
57	Scene Text Telescope: Text-Focused Scene Image Super-Resolution	☀️☀️	ocr工具人(报名)(paddle_STT)
58	On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention	☀️☀️	ocr工具人(报名)(SATRN)
59	SPIN: Structure-Preserving Inner Offset Network for Scene Text Recognition	☀️☀️

异常检测

序号	论文	复现等级	报名队伍	完成队伍
60	PaDiM: A Patch Distribution Modeling Framework for Anomaly Detection and Localization	☀️☀️	ultranity(报名&提交)(Anomaly.Paddle)波波啥也不会(报名&提交3)(PaDiM-Paddle)
61	Student-Teacher Feature Pyramid Matching for Anomaly Detection	☀️☀️	波波啥也不会(报名&提交)(STFPM-Paddle)AIRS_AD(报名)(Paddle_STPM)波波啥也不会(报名&提交2)(STFPM-Paddle)	波波啥也不会
62	Towards Total Recall in Industrial Anomaly Detection	☀️☀️
63	Multiresolution Knowledge Distillation for Anomaly Detection	☀️☀️	txyugood(报名/提交3)(Knowledge_Distillation_AD_Paddle)	txyugood
64	Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation	☀️☀️	ultranity(报名&提交)(Anomaly.Paddle)高级伴读书童(报名&提交)(orthoad_paddle)

3D

序号	论文	复现等级	报名队伍
65	PointRCNN: 3D Object Proposal Generation and Detection from Point Cloud（第五届中国软件开源创新大赛)	☀️☀️☀️☀️	半复现半科研队(报名)(paddle_pointrcnn.git)
66	Categorical Depth Distribution Network for Monocular 3D Object Detection	☀️☀️
67	Is Pseudo-Lidar needed for Monocular 3D Object detection?（第五届中国软件开源创新大赛)	☀️☀️	Kaggle100金牌(报名)(DD3D_Paddle)
68	PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	☀️☀️	ABCD(报名)(Paddle-DGCNN)
69	Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection	☀️☀️	半复现半科研队(报名)(paddle_voxelrcnn.git)Kaggle100金牌(报名)(Voxel-R-CNN_Paddle)对对对对对对(报名)(paddleGame_VoxelRCNN.git)
70	FCOS3D: Fully Convolutional One-Stage Monocular 3D Object Detection	☀️☀️
71	VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation	☀️☀️☀️☀️
72	TNT: Target-driveN Trajectory Prediction	☀️☀️☀️☀️

视频方向

序号	论文	复现等级	报名队伍
73	COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning	☀️☀️
74	Revisiting Skeleton-based Action Recognition	☀️☀️	Xiao(报名)(poseC3D_paddle)
75	Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition	☀️☀️☀️☀️	cug_rs615(报名)(2s-AGCN_paddle)Try(报名&提交)(2s-AGCN-paddle)瓜瓜瓜(报名)(pdpd_2sAGCN.git)初学者(报名)(Paddle-2s-AGCN)
76	EfficientGCN: Constructing Stronger and Faster Baselines for Skeleton-based Action Recognition	☀️☀️	Pig蜂蝶(报名)(EfficientGCN_paddle)
77	Symbiotic Attention with Privileged Information for Egocentric Action Recognition	☀️☀️
78	AFSD: Learning Salient Boundary Feature for Anchor-free Temporal Action Localization	☀️☀️
79	YOWO: You only watch once: A unified cnn architecture for real-time spatiotemporal action localization	☀️☀️
80	Token Shift Transformer for Video Classification	☀️☀️	节奏魔王(报名)(TokenShiftTransformer_paddle)Team X(报名)(TokShift-Transformer-Paddle)

其他CV方向

序号	论文	复现等级	报名队伍	完成队伍
81	DensePose: Dense Human Pose Estimation In The Wild	☀️☀️☀️☀️	JellyTeam(报名)(DensePose-Paddle)
82	AMC: AutoML for Model Compression and Acceleration on Mobile Devices	☀️☀️☀️☀️	UnseenMe(报名)(amc-paddle)
83	Uniter: Learning universal image-text representations	☀️☀️	The Gang(报名)(Uniterpaddle)
84	Exploring Simple Siamese Representation Learning	☀️☀️
85	Emerging Properties in Self-Supervised Vision Transformers	☀️☀️☀️☀️	haha(报名)(DINO_paddle)AI杂牌军(报名)(Sixth-challenge)
86	Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery	☀️☀️	Victory8858(报名)(FarSeg-Paddle)_小胡睡不醒o的团队(报名)(FarSeg-Paddle-)
87	STANet for remote sensing image change detection（第五届中国软件开源创新大赛)	☀️☀️	怕抖666(报名)(STANet-paddle)mading队(报名&提交)(STANET_Paddle)
88	SNUNet-CD: A Densely Connected Siamese Network for Change Detection of VHR Images	☀️☀️	不爱做科研的KeyL(报名&提交)(PaddleRS)
89	Remote Sensing Image Change Detection with Transformers	☀️☀️	Subury(报名)(BIT_CD_PaddlePaddle)只想学习学习(报名)(Paddle_BIT-CD)不爱做科研的KeyL(报名&提交)(BIT-CD-Paddle)
90	Invertible Denoising Network: A Light Solution for Real Noise Removal	☀️☀️	txyugood(报名)(InvDN_Paddle)
91	Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy Images	☀️☀️	txyugood(报名&提交)(Neighbor2Neighbor_Paddle)	txyugood
92	Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising	☀️☀️☀️☀️	qifei(报名)(paddle_DnCNN)cug_rs615(报名)(DnCNN_paddle)啊对对队(报名)(Paddle_DnCNN)科研累了摸会鱼(报名&提交3)(DnCNN_paddle)	科研累了摸会鱼
93	Learning Enriched Features for Real Image Restoration and Enhancement （第五届中国软件开源创新大赛)	☀️☀️	啊对对队(报名)(MIRNet-1)
94	SwinIR: Image Restoration Using Swin Transformer	☀️☀️	idolmaster(报名)(Paddle6_SwinIR)科研累了摸会鱼(报名)(SwinIR_paddle)
95	Restormer: Efficient Transformer for High-Resolution Image Restoration	☀️☀️	bingbing的团队(报名)(Restormer)
96	HINet: Half Instance Normalization Network for Image Restoration	☀️☀️	bingbing的团队(报名)(HINet)
97	PeCo: Perceptual Codebook for BERT Pre-training of Vision Transformers	☀️☀️
98	IBOT : IMAGE BERT PRE-TRAINING WITH ONLINE TOKENIZER	☀️☀️	miaooo(报名)(IBOT_Paddle)
99	Exploring Simple Siamese Representation Learning	☀️☀️	qifei(报名)(paddle_Simsiam)卡卡卡(报名)(Paddle-SimSiam)
100	Scaling Vision with Sparse Mixture of Experts	☀️☀️☀️☀️	爬爬爬(报名)(ConvNeXt_PaddleClas)
101	Unsupervised Learning of Visual Features by Contrasting Cluster Assignments	☀️☀️☀️☀️	摆烂可达鸭(报名)(paddle_swav.git)
102	Dense Contrastive Learning for Self-Supervised Visual Pre-Training	☀️☀️	ddt(报名)(Paddle-DenseCL)
103	MLDA-Net: Multi-Level Dual Attention-BasedNetwork for Self-Supervised MonocularDepth Estimation	☀️☀️	xyf(报名)(MLDA-Net_paddle)
104	FCFR-Net: Feature Fusion based Coarse-to-Fine Residual Learning forDepth Completion	☀️☀️	冲冲冲(报名)(FCFR-Net_paddle)inspiration(报名)(PaddlePaddle-FCFR-Net-Paddle)
105	FFA-Net: Feature Fusion Attention Network for Single Image Dehazing	☀️☀️	稳中求进BIT(报名&提交)(new_branch)斑马(报名&提交)(FFA-Net-Paddle)
106	Efficient Low-rank Multimodal Fusion with Modality-Specific Factors	☀️☀️	咕咕咕(报名&提交)(LMF_Paddle)DeepBlue(报名)(-Low-rank-Multimodal-Fusion-Paddle)岚之山吃到饱(报名&提交)(LMF-paddle)

NLP

序号	论文	复现等级	报名队伍
107	DeBERTa: Decoding-enhanced BERT with Disentangled Attention	☀️☀️☀️☀️☀️☀️	wa007(报名)(DeBERTa-with-Paddle)异常数据(报名)(DeBERTa)
108	Longformer: The Long-Document Transformer	☀️☀️☀️☀️☀️☀️	道不远人55(报名)(The-Long-Document-Transformer)DataArk(报名)(longformer_paddle)小猫(报名)(paddle-models-longformer)信息楼404(报名)(Longformer_paddle)
109	TaPas: Weakly Supervised Table Parsing via Pre-training	☀️☀️☀️☀️	不卷的打工人(报名)(paper_papas)神奇的小渣(报名)(paper_nlp)啾啾复啾啾(报名)(tapas)
110	XLM: Cross-lingual Language Model Pretraining	☀️☀️☀️☀️	NLP题变难了(报名&提交)(xlm_paddle)
111	CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation	☀️☀️☀️☀️	BCMWhales(报名)(CANINE)
112	INFOXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training	☀️☀️☀️☀️
113	PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization	☀️☀️☀️☀️	Cat的第8冠(报名)(PEGASUS)kw-executed(报名)(PEGASUS)

序号	论文	复现等级	报名队伍
114	CAN: Revisiting Feature Co-Action for Click-Through Rate Prediction	☀️☀️	小猫(报名)(paddle-models-matching-network)
115	Deep Session Interest Network for Click-Through Rate Prediction	☀️☀️	lfy(报名&提交)(DSIN_paddle)
116	SDM: Sequential Deep Matching Model for Online Large-scale Recommender System	☀️☀️
117	Detecting Beneficial Feature Interactions for Recommender Systems	☀️☀️	第一次上分(报名)(Dbfi_recsys)BamTeam(报名&提交)(Paddle-SIGN)
118	Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction	☀️☀️	cHEn(报名)(fgcnn)
119	Learning to Expand Audience via Meta Hybrid Experts and Critics for Recommendation and Advertising	☀️☀️	4IKids(报名)(pd_metarec.git)
120	Personalized News Recommendation with Knowledge-aware Interactive Matching	☀️☀️	gs_lj(报名)(KIM-Paddle)10分钟快速上手(报名)(KAIM)
121	Package Recommendation with Intra- and Inter-Package Attention Networks	☀️☀️	岚之山吃到饱(报名&提交)(iprec)
122	DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving	☀️☀️
123	Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising	☀️☀️	Tukta(报名)(AITM_paddle)岚之山吃到饱(报名&提交)(aitm)
124	Counterfactual Explainable Recommendation	☀️☀️	越挫越勇(报名)(CER_recsys)
125	Deep Position-wise Interaction Network For CTR Prediction	☀️☀️☀️☀️
126	Cross-Positional Attention for Debiasing Clicks	☀️☀️☀️☀️

科学计算方向

序号	论文	复现等级	报名队伍
127	Lettuce: PyTorch-based Lattice Boltzmann Framework	☀️☀️☀️☀️
128	TorchMD: A deep learning framework for molecular simulations（第五届中国软件开源创新大赛)	☀️☀️☀️☀️
129	Self-consistent determination of long-range electrostatics in neural network potentials（第五届中国软件开源创新大赛)	☀️☀️☀️☀️
130	Extraction of mechanical properties of materials through deep learning from instrumented indentation	☀️☀️☀️☀️
131	PHYSICS-INFORMED NEURAL NETWORKS WITH HARD CONSTRAINTS FOR INVERSE DESIGN∗	☀️☀️☀️☀️	517活性炭(报名)(hpinn_paddle)
132	Expanding functional protein sequence space using generative adversarial networks	☀️☀️☀️☀️	FANgeere(报名)(proteinGAN)
133	Skilful precipitation nowcasting using deep generative models of radar	☀️☀️☀️☀️
134	Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks	☀️☀️☀️☀️
135	Pushing the Frontiers of Density Functionals by Solving the Fractional Electron Problem	☀️☀️☀️☀️
136	Learning Mesh-Based Simulation with Graph Networks	☀️☀️☀️☀️
137	CosmoFlow: Using Deep Learning to Learn the Universe at Scale	☀️☀️☀️☀️
138	Systems Biology: Identifiability analysis and parameter identification via systems-biology informed neural networks	☀️☀️☀️☀️	PinDonuts(报名)(PaddleChallenge138)
139	AI-assisted super-resolution cosmological simulations	☀️☀️☀️☀️

小样本学习

序号	论文	复现等级	报名队伍
140	A Closer Look at Few-shot Classification	☀️☀️	自然选择(报名)(CloserLookFewShot_Paddle)这里是队名(报名)(Few-shotClassification_Paddle)老和尚(报名)(README.md)超级码立(报名&提交)(Paddle-FSL-Baseline)
141	Matching Networks for One Shot Learning	☀️☀️	摸个鱼(报名)(matchingNet-paddle)小猫(报名)(paddle-models-matching-network)我的小鱼干呢(报名)(matching-networks-paddle)超级码立(报名&提交)(Paddle-MatchingNet)
142	Few-Shot Learning with Graph Neural Networks	☀️☀️☀️☀️

飞桨特色模型挑战赛

序号	论文	基本指标(☀️☀️☀️☀️)
1	VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition
2	How to Trust Unlabeled Data? Instance Credibility Inference for Few-Shot Learning
3	nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation
4	STANet for remote sensing image change detection
5	Learning Enriched Features for Real Image Restoration and Enhancement
6	Instances as Queries
7	Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	ACALJJ32(报名)(Real_ESRGAN_paddle_light)
8	Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition