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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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SOTAVideo/Something-Something V2· FVD: 28.5
MAGVIT: Masked Generative Video Transformer
MAGVIT·Lijun Yu, Yong Cheng, Kihyuk Sohn, José Lezama et al.·2022-12-10·CVPR 2023 1
PaperCode
SOTAWeakly-supervised instance segmentation/COCO test-dev· AP: 35
BoxInst: High-Performance Instance Segmentation with Box Annotations
BoxInst (ResNet-101-DCN-BiFPN)·Zhi Tian, Chunhua Shen, Xinlong Wang, Hao Chen et al.·2020-12-03·CVPR 2021 1
PaperCode
SOTAObject Detection/COCO test-dev· APM: 57.3
Cross-Iteration Batch Normalization
Mask R-CNN (ResNet-101-FPN, CBN)·Zhuliang Yao, Yue Cao, Shuxin Zheng, Gao Huang et al.·2020-02-13·CVPR 2021 1
PaperCode
SOTAPoint Cloud Generation/ShapeNet Car· CD: 56.15
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation
DiT-3D·Shentong Mo, Enze Xie, Ruihang Chu, Lewei Yao et al.·2023-07-04·NeurIPS 2023 11
PaperCode
SOTAGrammatical Error Correction/CoNLL-2014 Shared Task· Recall: 50.21
Efficient and Interpretable Grammatical Error Correction with Mixture of Experts
MoECE·Muhammad Reza Qorib, Alham Fikri Aji, Hwee Tou Ng·2024-10-30
PaperCode
SOTAPose Tracking/InterHuman· FID: 5.177
in2IN: Leveraging individual Information to Generate Human INteractions
in2IN·Pablo Ruiz Ponce, German Barquero, Cristina Palmero, Sergio Escalera et al.·2024-04-15
PaperCode
SOTAVideo/Xiph-2K· SSIM: 0.967
Many-to-many Splatting for Efficient Video Frame Interpolation
M2M-PWC·Ping Hu, Simon Niklaus, Stan Sclaroff, Kate Saenko et al.·2022-04-07·CVPR 2022 1
PaperCode
SOTAObject Detection/nuScenes LiDAR only· NDS: 45.3
PointPillars: Fast Encoders for Object Detection from Point Clouds
PointPillar·Alex H. Lang, Sourabh Vora, Holger Caesar, Lubing Zhou et al.·2018-12-14·CVPR 2019 6
PaperCode
SOTASpeech Recognition/LRS3-TED· Word Error Rate (WER): 30.7
Sub-word Level Lip Reading With Visual Attention
VTP with more data·K R Prajwal, Triantafyllos Afouras, Andrew Zisserman·2021-10-14·CVPR 2022 1
Paper
SOTASpeech Recognition/swb_hub_500 WER fullSWBCH· Percentage error: 19.1
Building DNN Acoustic Models for Large Vocabulary Speech Recognition
DNN + Dropout·Andrew L. Maas, Peng Qi, Ziang Xie, Awni Y. Hannun et al.·2014-06-30
PaperCode
SOTAFlood Inundation Mapping/Coastal Inundation Maps with Floodwater Depth Values· Average MAE: 0.06
Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations
CASPIAN·Areg Karapetyan, Aaron Chung Hin Chow, Samer Madanat·2024-06-06
PaperCode
SOTAText Summarization/Klexikon· ROUGE-1: 32
Klexikon: A German Dataset for Joint Summarization and Simplification
Luhn's algorithm (25 sentences)·Dennis Aumiller, Michael Gertz·2022-01-18·LREC 2022 6
PaperCode

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