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EC-FUNSD
RORE (GeoLayoutLM)
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
2024-09-29T00:00:00
https://arxiv.org/abs/2409.19672v1
[ "https://github.com/chongzhangFDU/ROOR" ]
In the paper 'Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding', what F1 score did the RORE (GeoLayoutLM) model get on the EC-FUNSD dataset
87.42
MassSpecGym
SMILES Transformer
MassSpecGym: A benchmark for the discovery and identification of molecules
2024-10-30T00:00:00
https://arxiv.org/abs/2410.23326v1
[ "https://github.com/pluskal-lab/massspecgym" ]
In the paper 'MassSpecGym: A benchmark for the discovery and identification of molecules', what Top-1 Accuracy score did the SMILES Transformer model get on the MassSpecGym dataset
0.00
BreakHis
WaveMix
Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision
2024-06-09T00:00:00
https://arxiv.org/abs/2406.05612v2
[ "https://github.com/pranavphoenix/Backbones" ]
In the paper 'Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision', what Average Test Accuracy over all magnifications score did the WaveMix model get on the BreakHis dataset
99.39
nuscenes Camera-Radar
HyDRa
Unleashing HyDRa: Hybrid Fusion, Depth Consistency and Radar for Unified 3D Perception
2024-03-12T00:00:00
https://arxiv.org/abs/2403.07746v2
[ "https://github.com/phi-wol/hydra" ]
In the paper 'Unleashing HyDRa: Hybrid Fusion, Depth Consistency and Radar for Unified 3D Perception', what AMOTA score did the HyDRa model get on the nuscenes Camera-Radar dataset
0.584
Wikidata5M
KGT5-context + Description
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13059v2
[ "https://github.com/uma-pi1/kgt5-context" ]
In the paper 'Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction', what MRR score did the KGT5-context + Description model get on the Wikidata5M dataset
0.426
Atari 2600 Demon Attack
ASL DDQN
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
2023-05-07T00:00:00
https://arxiv.org/abs/2305.04180v3
[ "https://github.com/xinjinghao/color" ]
In the paper 'Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity', what Score score did the ASL DDQN model get on the Atari 2600 Demon Attack dataset
119773.9
VLCS
PromptStyler (CLIP, ViT-B/16)
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization
2023-07-27T00:00:00
https://arxiv.org/abs/2307.15199v2
[ "https://github.com/zhanghr2001/promptta" ]
In the paper 'PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization', what Average Accuracy score did the PromptStyler (CLIP, ViT-B/16) model get on the VLCS dataset
82.9
CAT2000
SUM
SUM: Saliency Unification through Mamba for Visual Attention Modeling
2024-06-25T00:00:00
https://arxiv.org/abs/2406.17815v2
[ "https://github.com/Arhosseini77/SUM" ]
In the paper 'SUM: Saliency Unification through Mamba for Visual Attention Modeling', what KL score did the SUM model get on the CAT2000 dataset
0.27
EconLogicQA
Llama-2-13B-Chat
EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning
2024-05-13T00:00:00
https://arxiv.org/abs/2405.07938v2
[ "https://github.com/yinzhu-quan/lm-evaluation-harness" ]
In the paper 'EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning', what Accuracy score did the Llama-2-13B-Chat model get on the EconLogicQA dataset
0.1462
RefCOCO testA
MaskRIS (Swin-B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation
2024-11-28T00:00:00
https://arxiv.org/abs/2411.19067v1
[ "https://github.com/naver-ai/maskris" ]
In the paper 'MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation', what Overall IoU score did the MaskRIS (Swin-B) model get on the RefCOCO testA dataset
78.96
ETTh2 (96) Multivariate
RLinear
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
2023-05-18T00:00:00
https://arxiv.org/abs/2305.10721v1
[ "https://github.com/plumprc/rtsf" ]
In the paper 'Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping', what MSE score did the RLinear model get on the ETTh2 (96) Multivariate dataset
0.262
Weather (192)
RLinear
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
2023-05-18T00:00:00
https://arxiv.org/abs/2305.10721v1
[ "https://github.com/plumprc/rtsf" ]
In the paper 'Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping', what MSE score did the RLinear model get on the Weather (192) dataset
0.218
WHU Building Dataset
SGSLN/512
Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization
2023-11-19T00:00:00
https://arxiv.org/abs/2311.11302v1
[ "https://github.com/walking-shadow/Semantic-guidance-and-spatial-localization-network" ]
In the paper 'Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization', what F1-score score did the SGSLN/512 model get on the WHU Building Dataset dataset
0.9486
NC4K
BiRefNet
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03407v6
[ "https://github.com/zhengpeng7/birefnet" ]
In the paper 'Bilateral Reference for High-Resolution Dichotomous Image Segmentation', what S-measure score did the BiRefNet model get on the NC4K dataset
0.914
ADE20K
FC-CLIP
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP
2023-08-04T00:00:00
https://arxiv.org/abs/2308.02487v2
[ "https://github.com/bytedance/fc-clip" ]
In the paper 'Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP', what PQ score did the FC-CLIP model get on the ADE20K dataset
26.8
Synapse multi-organ CT
MIST
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder
2023-10-30T00:00:00
https://arxiv.org/abs/2310.19898v1
[ "https://github.com/rahman-motiur/mist" ]
In the paper 'MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder', what Avg DSC score did the MIST model get on the Synapse multi-organ CT dataset
86.92
KIT Motion-Language
MMM (gt length)
MMM: Generative Masked Motion Model
2023-12-06T00:00:00
https://arxiv.org/abs/2312.03596v2
[ "https://github.com/exitudio/MMM" ]
In the paper 'MMM: Generative Masked Motion Model', what FID score did the MMM (gt length) model get on the KIT Motion-Language dataset
0.316
MLO-Cn2
GBRT
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the GBRT model get on the MLO-Cn2 dataset
0.428
ImageNet-1k vs Curated OODs (avg.)
SCALE (ResNet50)
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
2023-09-30T00:00:00
https://arxiv.org/abs/2310.00227v1
[ "https://github.com/kai422/scale" ]
In the paper 'Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement', what AUROC score did the SCALE (ResNet50) model get on the ImageNet-1k vs Curated OODs (avg.) dataset
95.71
Cityscapes
TTD (MaskCLIP)
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias
2024-03-30T00:00:00
https://arxiv.org/abs/2404.00384v2
[ "https://github.com/shjo-april/TTD" ]
In the paper 'TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias', what mIoU score did the TTD (MaskCLIP) model get on the Cityscapes dataset
27.0
Cora with Public Split: fixed 20 nodes per class
OGC
From Cluster Assumption to Graph Convolution: Graph-based Semi-Supervised Learning Revisited
2023-09-24T00:00:00
https://arxiv.org/abs/2309.13599v2
[ "https://github.com/zhengwang100/ogc_ggcm" ]
In the paper 'From Cluster Assumption to Graph Convolution: Graph-based Semi-Supervised Learning Revisited', what Accuracy score did the OGC model get on the Cora with Public Split: fixed 20 nodes per class dataset
86.9%
MOSE
Cutie (base)
Putting the Object Back into Video Object Segmentation
2023-10-19T00:00:00
https://arxiv.org/abs/2310.12982v2
[ "https://github.com/hkchengrex/Cutie" ]
In the paper 'Putting the Object Back into Video Object Segmentation', what J&F score did the Cutie (base) model get on the MOSE dataset
64.0
CHASE_DB1
PVT-GCASCADE
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
2023-10-24T00:00:00
https://arxiv.org/abs/2310.16175v1
[ "https://github.com/SLDGroup/G-CASCADE" ]
In the paper 'G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation', what DSC score did the PVT-GCASCADE model get on the CHASE_DB1 dataset
0.8251
VideoInstruct
VTimeLLM
VTimeLLM: Empower LLM to Grasp Video Moments
2023-11-30T00:00:00
https://arxiv.org/abs/2311.18445v1
[ "https://github.com/huangb23/vtimellm" ]
In the paper 'VTimeLLM: Empower LLM to Grasp Video Moments', what mean score did the VTimeLLM model get on the VideoInstruct dataset
2.17
InsPLAD
AttentDifferNet (SENet-AlexNet)
Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study
2023-11-05T00:00:00
https://arxiv.org/abs/2311.02747v2
[ "https://github.com/andreluizbvs/insplad" ]
In the paper 'Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study', what Detection AUROC score did the AttentDifferNet (SENet-AlexNet) model get on the InsPLAD dataset
94.34
SARDet-100K
MSFA (F-RCNN+R50)
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection
2024-03-11T00:00:00
https://arxiv.org/abs/2403.06534v2
[ "https://github.com/zcablii/sardet_100k" ]
In the paper 'SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection', what box mAP score did the MSFA (F-RCNN+R50) model get on the SARDet-100K dataset
51.1
APPS
MoTCoder-15b
MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks
2023-12-26T00:00:00
https://arxiv.org/abs/2312.15960v3
[ "https://github.com/dvlab-research/motcoder" ]
In the paper 'MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks', what Introductory Pass@1 score did the MoTCoder-15b model get on the APPS dataset
33.80
Mapillary val
BoQ
BoQ: A Place is Worth a Bag of Learnable Queries
2024-05-12T00:00:00
https://arxiv.org/abs/2405.07364v3
[ "https://github.com/amaralibey/bag-of-queries" ]
In the paper 'BoQ: A Place is Worth a Bag of Learnable Queries', what Recall@1 score did the BoQ model get on the Mapillary val dataset
93.8
Wikidata5M
KGT5-context
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13059v2
[ "https://github.com/uma-pi1/kgt5-context" ]
In the paper 'Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction', what MRR score did the KGT5-context model get on the Wikidata5M dataset
0.378
VoxCeleb1
ReDimNet-B5-SF2-LM-ASNorm (9.2M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B5-SF2-LM-ASNorm (9.2M) model get on the VoxCeleb1 dataset
0.39
Slakh2100
MT3 (colab)
YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation
2024-07-05T00:00:00
https://arxiv.org/abs/2407.04822v3
[ "https://github.com/mimbres/yourmt3" ]
In the paper 'YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation', what note-level F-measure-no-offset (Fno) score did the MT3 (colab) model get on the Slakh2100 dataset
0.752
MedQA
Med-PaLM 2
Towards Expert-Level Medical Question Answering with Large Language Models
2023-05-16T00:00:00
https://arxiv.org/abs/2305.09617v1
[ "https://github.com/m42-health/med42" ]
In the paper 'Towards Expert-Level Medical Question Answering with Large Language Models', what Accuracy score did the Med-PaLM 2 model get on the MedQA dataset
85.4
KITTI (Distant PCR)
Predator+APR(a)
APR: Online Distant Point Cloud Registration Through Aggregated Point Cloud Reconstruction
2023-05-04T00:00:00
https://arxiv.org/abs/2305.02893v2
[ "https://github.com/liuquan98/apr" ]
In the paper 'APR: Online Distant Point Cloud Registration Through Aggregated Point Cloud Reconstruction', what mRR @ Normal Criterion (1.5°&0.3m) score did the Predator+APR(a) model get on the KITTI (Distant PCR) dataset
78.2
Geo-Tagged NUS-WIDE (GPS + Visual)
GeoCLIP
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
2023-09-27T00:00:00
https://arxiv.org/abs/2309.16020v2
[ "https://github.com/VicenteVivan/geo-clip" ]
In the paper 'GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization', what mAP score did the GeoCLIP model get on the Geo-Tagged NUS-WIDE (GPS + Visual) dataset
0.362
ETTh1 (336) Multivariate
PRformer
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
2024-08-20T00:00:00
https://arxiv.org/abs/2408.10483v1
[ "https://github.com/usualheart/prformer" ]
In the paper 'PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting', what MSE score did the PRformer model get on the ETTh1 (336) Multivariate dataset
0.427
CHILI-100K
GraphUNet
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
2024-02-20T00:00:00
https://arxiv.org/abs/2402.13221v2
[ "https://github.com/UlrikFriisJensen/CHILI" ]
In the paper 'CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning', what MSE score did the GraphUNet model get on the CHILI-100K dataset
0.085 +/- 0.002
Elliptic Dataset
GIN
Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation
2024-05-29T00:00:00
https://arxiv.org/abs/2405.19383v2
[ "https://github.com/B-Deprez/AML_Network" ]
In the paper 'Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation', what AUPRC score did the GIN model get on the Elliptic Dataset dataset
0.5517
Meta-Dataset
SMAT (DINO-VIT-Base-16-224)
Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts
2024-03-13T00:00:00
https://arxiv.org/abs/2403.08477v3
[ "https://github.com/szc12153/sparse_meta_tuning" ]
In the paper 'Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts', what Accuracy score did the SMAT (DINO-VIT-Base-16-224) model get on the Meta-Dataset dataset
85.27
COCO-Stuff Labels-to-Photos
USIS-Wavelet
Wavelet-based Unsupervised Label-to-Image Translation
2023-05-16T00:00:00
https://arxiv.org/abs/2305.09647v1
[ "https://github.com/GeorgeEskandar/USIS-Unsupervised-Semantic-Image-Synthesis" ]
In the paper 'Wavelet-based Unsupervised Label-to-Image Translation', what mIoU score did the USIS-Wavelet model get on the COCO-Stuff Labels-to-Photos dataset
13.4
LaSOT
ODTrack-B
ODTrack: Online Dense Temporal Token Learning for Visual Tracking
2024-01-03T00:00:00
https://arxiv.org/abs/2401.01686v1
[ "https://github.com/gxnu-zhonglab/odtrack" ]
In the paper 'ODTrack: Online Dense Temporal Token Learning for Visual Tracking', what AUC score did the ODTrack-B model get on the LaSOT dataset
73.2
BTAD
ReConPatch WRN-50
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection
2023-05-26T00:00:00
https://arxiv.org/abs/2305.16713v3
[ "https://github.com/travishsu/ReConPatch-TF" ]
In the paper 'ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection', what Detection AUROC score did the ReConPatch WRN-50 model get on the BTAD dataset
95.8
Marmoset-8K
BUCTD-CoAM-W48 (DLCRNet)
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity
2023-06-13T00:00:00
https://arxiv.org/abs/2306.07879v2
[ "https://github.com/amathislab/BUCTD" ]
In the paper 'Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity', what mAP score did the BUCTD-CoAM-W48 (DLCRNet) model get on the Marmoset-8K dataset
91.6
MATH
OpenMath-CodeLlama-7B (w/ code)
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset
2024-02-15T00:00:00
https://arxiv.org/abs/2402.10176v2
[ "https://github.com/kipok/nemo-skills" ]
In the paper 'OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset', what Accuracy score did the OpenMath-CodeLlama-7B (w/ code) model get on the MATH dataset
43.6
S3DIS Area5
KPConvX-L
KPConvX: Modernizing Kernel Point Convolution with Kernel Attention
2024-05-21T00:00:00
https://arxiv.org/abs/2405.13194v1
[ "https://github.com/apple/ml-kpconvx" ]
In the paper 'KPConvX: Modernizing Kernel Point Convolution with Kernel Attention', what mIoU score did the KPConvX-L model get on the S3DIS Area5 dataset
73.5
ImageNet-A
Discrete Adversarial Distillation (ViT-B/224)
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models
2023-11-02T00:00:00
https://arxiv.org/abs/2311.01441v2
[ "https://github.com/lapisrocks/DiscreteAdversarialDistillation" ]
In the paper 'Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models', what Top-1 accuracy % score did the Discrete Adversarial Distillation (ViT-B/224) model get on the ImageNet-A dataset
31.8
STL-10
ResNet50
Guarding Barlow Twins Against Overfitting with Mixed Samples
2023-12-04T00:00:00
https://arxiv.org/abs/2312.02151v1
[ "https://github.com/wgcban/mix-bt" ]
In the paper 'Guarding Barlow Twins Against Overfitting with Mixed Samples', what Accuracy score did the ResNet50 model get on the STL-10 dataset
91.70
virtual KITTI to KITTI (MDE)
CoReg
Consistency Regularisation for Unsupervised Domain Adaptation in Monocular Depth Estimation
2024-05-27T00:00:00
https://arxiv.org/abs/2405.17704v1
[ "https://github.com/amirmael/semisupmde" ]
In the paper 'Consistency Regularisation for Unsupervised Domain Adaptation in Monocular Depth Estimation', what RMSE score did the CoReg model get on the virtual KITTI to KITTI (MDE) dataset
4.449
Atari 2600 Seaquest
ASL DDQN
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
2023-05-07T00:00:00
https://arxiv.org/abs/2305.04180v3
[ "https://github.com/xinjinghao/color" ]
In the paper 'Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity', what Score score did the ASL DDQN model get on the Atari 2600 Seaquest dataset
29278.6
MassSpecGym
DeepSets
MassSpecGym: A benchmark for the discovery and identification of molecules
2024-10-30T00:00:00
https://arxiv.org/abs/2410.23326v1
[ "https://github.com/pluskal-lab/massspecgym" ]
In the paper 'MassSpecGym: A benchmark for the discovery and identification of molecules', what Hit rate @ 1 score did the DeepSets model get on the MassSpecGym dataset
1.47
NYCTaxi
ADCSD
Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting
2024-01-08T00:00:00
https://arxiv.org/abs/2401.04148v1
[ "https://github.com/pengxin-guo/adcsd" ]
In the paper 'Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting', what MAE @ in score did the ADCSD model get on the NYCTaxi dataset
16.987
YouTube Highlights
SG-DETR (w/ PT)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
2024-10-02T00:00:00
https://arxiv.org/abs/2410.01615v1
[ "https://github.com/ai-forever/sg-detr" ]
In the paper 'Saliency-Guided DETR for Moment Retrieval and Highlight Detection', what mAP score did the SG-DETR (w/ PT) model get on the YouTube Highlights dataset
78.0
UA-GEC
RedPenNet
RedPenNet for Grammatical Error Correction: Outputs to Tokens, Attentions to Spans
2023-09-19T00:00:00
https://arxiv.org/abs/2309.10898v1
[ "https://github.com/webspellchecker/unlp-2023-shared-task" ]
In the paper 'RedPenNet for Grammatical Error Correction: Outputs to Tokens, Attentions to Spans', what F0.5 score did the RedPenNet model get on the UA-GEC dataset
67.71
NExT-QA (Open-ended VideoQA)
MovieChat
MovieChat: From Dense Token to Sparse Memory for Long Video Understanding
2023-07-31T00:00:00
https://arxiv.org/abs/2307.16449v4
[ "https://github.com/rese1f/MovieChat" ]
In the paper 'MovieChat: From Dense Token to Sparse Memory for Long Video Understanding', what Accuracy score did the MovieChat model get on the NExT-QA (Open-ended VideoQA) dataset
49.9
RetVQA
MI-BART
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering
2023-06-29T00:00:00
https://arxiv.org/abs/2306.16713v1
[ "https://github.com/Abhiram4572/mi_bart" ]
In the paper 'Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering', what Accuarcy score did the MI-BART model get on the RetVQA dataset
76.5
ITOP front-view
SPiKE
SPiKE: 3D Human Pose from Point Cloud Sequences
2024-09-03T00:00:00
https://arxiv.org/abs/2409.01879v1
[ "https://github.com/iballester/SPiKE" ]
In the paper 'SPiKE: 3D Human Pose from Point Cloud Sequences', what Mean mAP score did the SPiKE model get on the ITOP front-view dataset
89.19
ASTE
ChatGPT (gpt-3.5-turbo, few-shot)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12627v1
[ "https://github.com/ZubinGou/multi-view-prompting" ]
In the paper 'MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction', what F1 (L14) score did the ChatGPT (gpt-3.5-turbo, few-shot) model get on the ASTE dataset
38.12
FineDance
Lodge (DDIM)
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives
2024-03-15T00:00:00
https://arxiv.org/abs/2403.10518v3
[ "https://github.com/li-ronghui/LODGE" ]
In the paper 'Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives', what fid_k score did the Lodge (DDIM) model get on the FineDance dataset
50.00
MLO-Cn2
Climatology
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the Climatology model get on the MLO-Cn2 dataset
0.661
ETTh1 (336) Multivariate
MOIRAIBase
Unified Training of Universal Time Series Forecasting Transformers
2024-02-04T00:00:00
https://arxiv.org/abs/2402.02592v2
[ "https://github.com/SalesforceAIResearch/uni2ts" ]
In the paper 'Unified Training of Universal Time Series Forecasting Transformers', what MSE score did the MOIRAIBase model get on the ETTh1 (336) Multivariate dataset
0.456
PubMedQA
Med-PaLM 2 (5-shot)
Towards Expert-Level Medical Question Answering with Large Language Models
2023-05-16T00:00:00
https://arxiv.org/abs/2305.09617v1
[ "https://github.com/m42-health/med42" ]
In the paper 'Towards Expert-Level Medical Question Answering with Large Language Models', what Accuracy score did the Med-PaLM 2 (5-shot) model get on the PubMedQA dataset
79.2
HICO-DET
HOIGen
Unseen No More: Unlocking the Potential of CLIP for Generative Zero-shot HOI Detection
2024-08-12T00:00:00
https://arxiv.org/abs/2408.05974v1
[ "https://github.com/soberguo/hoigen" ]
In the paper 'Unseen No More: Unlocking the Potential of CLIP for Generative Zero-shot HOI Detection', what mAP score did the HOIGen model get on the HICO-DET dataset
34.84
DuoRC
Vector Database (ChromaDB)
RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models
2023-07-06T00:00:00
https://arxiv.org/abs/2307.02738v3
[ "https://github.com/cisco-open/DeepVision/tree/main/recallm" ]
In the paper 'RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models', what Accuracy score did the Vector Database (ChromaDB) model get on the DuoRC dataset
55.71
TrackingNet
LoRAT-L-378
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance
2024-03-08T00:00:00
https://arxiv.org/abs/2403.05231v2
[ "https://github.com/litinglin/lorat" ]
In the paper 'Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance', what Precision score did the LoRAT-L-378 model get on the TrackingNet dataset
85.4
FLoRes-200
GenTranslate-7B
GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators
2024-02-10T00:00:00
https://arxiv.org/abs/2402.06894v2
[ "https://github.com/yuchen005/gentranslate" ]
In the paper 'GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators', what BLEU score did the GenTranslate-7B model get on the FLoRes-200 dataset
38.5
VoxCeleb
ReDimNet-B4-LM-ASNorm (6.3M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B4-LM-ASNorm (6.3M) model get on the VoxCeleb dataset
0.44
Wiki-CS
CGT
Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures
2023-12-28T00:00:00
https://arxiv.org/abs/2312.16788v1
[ "https://github.com/nslab-cuk/community-aware-graph-transformer" ]
In the paper 'Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures', what Accuracy score did the CGT model get on the Wiki-CS dataset
84.61±0.53
VNHSGE-History
ChatGPT
VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models
2023-05-20T00:00:00
https://arxiv.org/abs/2305.12199v1
[ "https://github.com/xdao85/vnhsge" ]
In the paper 'VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models', what Accuracy score did the ChatGPT model get on the VNHSGE-History dataset
56.5
MVTec AD
GLAD
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection
2024-06-11T00:00:00
https://arxiv.org/abs/2406.07487v3
[ "https://github.com/hyao1/glad" ]
In the paper 'GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection', what Detection AUROC score did the GLAD model get on the MVTec AD dataset
99.3
SRD
ShadowMaskFormer (arXiv 2024) (512x512)
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal
2024-04-29T00:00:00
https://arxiv.org/abs/2404.18433v2
[ "https://github.com/lizhh268/shadowmaskformer" ]
In the paper 'ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal', what RMSE score did the ShadowMaskFormer (arXiv 2024) (512x512) model get on the SRD dataset
4.15
COCO 10% labeled data
Guided Distillation (ResNet50)
Guided Distillation for Semi-Supervised Instance Segmentation
2023-08-03T00:00:00
https://arxiv.org/abs/2308.02668v2
[ "https://github.com/facebookresearch/guideddistillation" ]
In the paper 'Guided Distillation for Semi-Supervised Instance Segmentation', what mask AP score did the Guided Distillation (ResNet50) model get on the COCO 10% labeled data dataset
35.0
FIRE
LKRetina
Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data
2023-07-20T00:00:00
https://arxiv.org/abs/2307.10698v2
[ "https://github.com/SaharAlmahfouzNasser/MeDAL-Retina" ]
In the paper 'Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data', what mAUC score did the LKRetina model get on the FIRE dataset
0.761
ImageNet-1k vs OpenImage-O
NAC-UE (ResNet-50)
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
2023-06-05T00:00:00
https://arxiv.org/abs/2306.02879v3
[ "https://github.com/bierone/ood_coverage" ]
In the paper 'Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization', what AUROC score did the NAC-UE (ResNet-50) model get on the ImageNet-1k vs OpenImage-O dataset
91.45
Caltech-101
HPT
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06323v1
[ "https://github.com/vill-lab/2024-aaai-hpt" ]
In the paper 'Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models', what Harmonic mean score did the HPT model get on the Caltech-101 dataset
96.65
PubLayNet val
ResNext-101-32×8d
Vision Grid Transformer for Document Layout Analysis
2023-08-29T00:00:00
https://arxiv.org/abs/2308.14978v1
[ "https://github.com/alibabaresearch/advancedliteratemachinery" ]
In the paper 'Vision Grid Transformer for Document Layout Analysis', what Text score did the ResNext-101-32×8d model get on the PubLayNet val dataset
0.930
Market-1501
CA-Jaccard
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
2023-11-17T00:00:00
https://arxiv.org/abs/2311.10605v2
[ "https://github.com/chen960/ca-jaccard" ]
In the paper 'CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification', what Rank-1 score did the CA-Jaccard model get on the Market-1501 dataset
96.2
HotpotQA
Chain-of-Skills
Chain-of-Skills: A Configurable Model for Open-domain Question Answering
2023-05-04T00:00:00
https://arxiv.org/abs/2305.03130v2
[ "https://github.com/mayer123/udt-qa" ]
In the paper 'Chain-of-Skills: A Configurable Model for Open-domain Question Answering', what ANS-EM score did the Chain-of-Skills model get on the HotpotQA dataset
0.674
CoNLL-2014 Shared Task
Ensembles of best 7 models + GRECO + GTP-rerank
Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models
2024-04-23T00:00:00
https://arxiv.org/abs/2404.14914v1
[ "https://github.com/grammarly/pillars-of-gec" ]
In the paper 'Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models', what F0.5 score did the Ensembles of best 7 models + GRECO + GTP-rerank model get on the CoNLL-2014 Shared Task dataset
72.8
USNA-Cn2 (short-duration)
Persistence
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the Persistence model get on the USNA-Cn2 (short-duration) dataset
0.758
MVTec AD
Dinomaly ViT-B (model-unified multi-class)
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection
2024-05-23T00:00:00
https://arxiv.org/abs/2405.14325v4
[ "https://github.com/guojiajeremy/dinomaly" ]
In the paper 'Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection', what Detection AUROC score did the Dinomaly ViT-B (model-unified multi-class) model get on the MVTec AD dataset
99.60
SMAC 3s5z_vs_3s6z
QPLEX
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning
2023-06-04T00:00:00
https://arxiv.org/abs/2306.02430v1
[ "https://github.com/j3soon/dfac-extended" ]
In the paper 'A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning', what Median Win Rate score did the QPLEX model get on the SMAC 3s5z_vs_3s6z dataset
84.38
USNA-Cn2 (short-duration)
Linear Forecast
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the Linear Forecast model get on the USNA-Cn2 (short-duration) dataset
0.358
BTAD
CPR
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval
2023-08-13T00:00:00
https://arxiv.org/abs/2308.06748v1
[ "https://github.com/flyinghu123/cpr" ]
In the paper 'Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval', what Segmentation AUROC score did the CPR model get on the BTAD dataset
98.4
ScanNet
ODIN
ODIN: A Single Model for 2D and 3D Segmentation
2024-01-04T00:00:00
https://arxiv.org/abs/2401.02416v3
[ "https://github.com/ayushjain1144/odin" ]
In the paper 'ODIN: A Single Model for 2D and 3D Segmentation', what test mIoU score did the ODIN model get on the ScanNet dataset
74.4
HO-3D v2
WiLoR
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild
2024-09-18T00:00:00
https://arxiv.org/abs/2409.12259v1
[ "https://github.com/rolpotamias/WiLoR" ]
In the paper 'WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild', what PA-MPJPE (mm) score did the WiLoR model get on the HO-3D v2 dataset
7.5
LibriTTS
EVA-GAN-base
EVA-GAN: Enhanced Various Audio Generation via Scalable Generative Adversarial Networks
2024-01-31T00:00:00
https://arxiv.org/abs/2402.00892v1
[ "https://github.com/fishaudio/vocoder" ]
In the paper 'EVA-GAN: Enhanced Various Audio Generation via Scalable Generative Adversarial Networks', what PESQ score did the EVA-GAN-base model get on the LibriTTS dataset
4.0330
CIFAR-10
ZLaP
Label Propagation for Zero-shot Classification with Vision-Language Models
2024-04-05T00:00:00
https://arxiv.org/abs/2404.04072v1
[ "https://github.com/vladan-stojnic/zlap" ]
In the paper 'Label Propagation for Zero-shot Classification with Vision-Language Models', what Accuracy score did the ZLaP model get on the CIFAR-10 dataset
93.4
CAMO
ZoomNeXt-PVTv2-B5
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection
2023-10-31T00:00:00
https://arxiv.org/abs/2310.20208v4
[ "https://github.com/lartpang/zoomnext" ]
In the paper 'ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection', what MAE score did the ZoomNeXt-PVTv2-B5 model get on the CAMO dataset
0.041
BJTaxi
SimVP+SVQ (Learnable)
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting
2023-12-06T00:00:00
https://arxiv.org/abs/2312.03406v3
[ "https://github.com/Pachark/SVQ-Forecasting" ]
In the paper 'SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting', what MAE @ in score did the SimVP+SVQ (Learnable) model get on the BJTaxi dataset
14.64
ShanghaiTech Campus
TSGAD
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction
2024-04-29T00:00:00
https://arxiv.org/abs/2406.15395v1
[ "https://github.com/tecsar-uncc/tsgad" ]
In the paper 'An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction', what AUC-ROC score did the TSGAD model get on the ShanghaiTech Campus dataset
80.67
PubMed with Public Split: fixed 20 nodes per class
GCN
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification
2024-06-13T00:00:00
https://arxiv.org/abs/2406.08993v2
[ "https://github.com/LUOyk1999/tunedGNN" ]
In the paper 'Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification', what Accuracy score did the GCN model get on the PubMed with Public Split: fixed 20 nodes per class dataset
81.12 ± 0.52
ScanNet
PPT + SparseUNet
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09718v2
[ "https://github.com/Pointcept/Pointcept" ]
In the paper 'Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training', what test mIoU score did the PPT + SparseUNet model get on the ScanNet dataset
76.6
Hainsworth
Beat This!
Beat this! Accurate beat tracking without DBN postprocessing
2024-07-31T00:00:00
https://arxiv.org/abs/2407.21658v1
[ "https://github.com/CPJKU/beat_this" ]
In the paper 'Beat this! Accurate beat tracking without DBN postprocessing', what F1 score did the Beat This! model get on the Hainsworth dataset
80.0
EgoTaskQA
GF(sup)
Glance and Focus: Memory Prompting for Multi-Event Video Question Answering
2024-01-03T00:00:00
https://arxiv.org/abs/2401.01529v1
[ "https://github.com/byz0e/glance-focus" ]
In the paper 'Glance and Focus: Memory Prompting for Multi-Event Video Question Answering', what Direct score did the GF(sup) model get on the EgoTaskQA dataset
44.27
SAFIM
deepseek-coder-6.7b-base
Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks
2024-03-07T00:00:00
https://arxiv.org/abs/2403.04814v3
[ "https://github.com/gonglinyuan/safim" ]
In the paper 'Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks', what Algorithmic score did the deepseek-coder-6.7b-base model get on the SAFIM dataset
54.74
ETTm1 (720) Multivariate
MoLE-DLinear
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06786v3
[ "https://github.com/rogerni/mole" ]
In the paper 'Mixture-of-Linear-Experts for Long-term Time Series Forecasting', what MSE score did the MoLE-DLinear model get on the ETTm1 (720) Multivariate dataset
0.447
ImageNet
WTTM (T:resnet50, S:mobilenet-v1)
Knowledge Distillation Based on Transformed Teacher Matching
2024-02-17T00:00:00
https://arxiv.org/abs/2402.11148v2
[ "https://github.com/zkxufo/TTM" ]
In the paper 'Knowledge Distillation Based on Transformed Teacher Matching', what Top-1 accuracy % score did the WTTM (T:resnet50, S:mobilenet-v1) model get on the ImageNet dataset
73.09
MM-Vet
LLaVA-1.5-7B (DC-S)
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models
2024-12-09T00:00:00
https://arxiv.org/abs/2412.07012v2
[ "https://github.com/jieyuz2/provision" ]
In the paper 'ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models', what GPT-4 score score did the LLaVA-1.5-7B (DC-S) model get on the MM-Vet dataset
38.5
DRIVE
PVT-GCASCADE
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
2023-10-24T00:00:00
https://arxiv.org/abs/2310.16175v1
[ "https://github.com/SLDGroup/G-CASCADE" ]
In the paper 'G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation', what F1 score score did the PVT-GCASCADE model get on the DRIVE dataset
0.8210
MeetingBank
Claude Instant + SigExt
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization
2024-10-03T00:00:00
https://arxiv.org/abs/2410.02741v2
[ "https://github.com/amazon-science/SigExt" ]
In the paper 'Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization', what Rouge-1 score did the Claude Instant + SigExt model get on the MeetingBank dataset
42.3
Few-NERD (SUP)
NuNER
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data
2024-02-23T00:00:00
https://arxiv.org/abs/2402.15343v1
[ "https://github.com/Serega6678/NuNER" ]
In the paper 'NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data', what Precision score did the NuNER model get on the Few-NERD (SUP) dataset
67.8