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Papers With Code 2

The latest in machine learning research with linked code, benchmarks, and state-of-the-art results.

40,176 benchmarks2,101 tasks589,061 papers
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SOTAZero-Shot Image Classification/Country211· Top-1 accuracy: 30.01
Reproducible scaling laws for contrastive language-image learning
OpenClip H/14 (34B)(Laion2B)·Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman et al.·2022-12-14·CVPR 2023 1
PaperCode
SOTAHyperspectral/Pavia University· OA@15perclass: 91.28
Locality-Aware Hyperspectral Classification
HyLITE·Fangqin Zhou, Mert Kilickaya, Joaquin Vanschoren·2023-09-04
PaperCode
SOTAContinual Learning/mini-Imagenet· Last Accuracy : 47.84
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima
F2M·Guangyuan Shi, Jiaxin Chen, Wenlong Zhang, Li-Ming Zhan et al.·2021-10-30·NeurIPS 2021 12
PaperCode
SOTARobot Manipulation/CALVIN· avg. sequence length (D to D): 4.44
DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World Knowledge
DreamVLA·Wenyao Zhang, Hongsi Liu, Zekun Qi, Yunnan Wang et al.·2025-07-06
PaperCode
SOTANode Classification/IMDB (Heterogeneous Node Classification)· Macro-F1: 67.53
Efficient Heterogeneous Graph Learning via Random Projection
RpHGNN·Jun Hu, Bryan Hooi, Bingsheng He·2023-10-23
PaperCode
SOTAFacial Recognition and Modelling/LFW· Equal Error Rate: 0.007
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness
SER-FIQ (same model) on ArcFace·Philipp Terhörst, Jan Niklas Kolf, Naser Damer, Florian Kirchbuchner et al.·2020-03-20
PaperCode
SOTASpeech Recognition/RealMAN· CER: 14.4
CleanMel: Mel-Spectrogram Enhancement for Improving Both Speech Quality and ASR
CleanMel-L-mask·Nian Shao, Rui Zhou, Pengyu Wang, Xian Li et al.·2025-02-27
PaperCode
SOTAEmotion Recognition/ECE· F1: 76.77
RTHN: A RNN-Transformer Hierarchical Network for Emotion Cause Extraction
RTHN·Rui Xia, Mengran Zhang, Zixiang Ding·2019-06-04
PaperCode
SOTAObject Tracking/Tennis· Accuracy (%): 85.9
MonoTrack: Shuttle trajectory reconstruction from monocular badminton video
MonoTrack·Paul Liu, Jui-Hsien Wang·2022-04-04
PaperCode
SOTALink Prediction/YAGO39K· Hits@1: 0.298
Differentiating Concepts and Instances for Knowledge Graph Embedding
TransC (bern)·Xin Lv, Lei Hou, Juanzi Li, Zhiyuan Liu et al.·2018-11-12·EMNLP 2018 10
PaperCode
SOTATrajectory Prediction/ActEV· ADE-8/12: 17.99
Peeking into the Future: Predicting Future Person Activities and Locations in Videos
Next·Junwei Liang, Lu Jiang, Juan Carlos Niebles, Alexander Hauptmann et al.·2019-02-11·CVPR 2019 6
PaperCode
SOTAObject Counting/FSC147· MAE(test): 22.08
Learning To Count Everything
FamNet·Viresh Ranjan, Udbhav Sharma, Thu Nguyen, Minh Hoai et al.·2021-04-16·CVPR 2021 1
PaperCode

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21,044 papers

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589 benchmarks

15,385 papers

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2576 benchmarks

13,863 papers

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35 tasks

455 benchmarks

7,057 papers

Playing Games

28 tasks

308 benchmarks

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