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Abt-Buy
gpt4-0613_zeroshot
Entity Matching using Large Language Models
2023-10-17T00:00:00
https://arxiv.org/abs/2310.11244v4
[ "https://github.com/wbsg-uni-mannheim/matchgpt" ]
In the paper 'Entity Matching using Large Language Models', what F1 (%) score did the gpt4-0613_zeroshot model get on the Abt-Buy dataset
95.78
PeMSD4
PM-DMNet(R)
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction
2024-08-12T00:00:00
https://arxiv.org/abs/2408.07100v1
[ "https://github.com/wengwenchao123/PM-DMNet" ]
In the paper 'Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction', what 12 steps MAE score did the PM-DMNet(R) model get on the PeMSD4 dataset
18.37
SAFIM
codegen-16B-multi
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 codegen-16B-multi model get on the SAFIM dataset
25.94
PASCAL Context-459
SED
SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation
2023-11-27T00:00:00
https://arxiv.org/abs/2311.15537v2
[ "https://github.com/xb534/sed" ]
In the paper 'SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation', what mIoU score did the SED model get on the PASCAL Context-459 dataset
22.6
ScanNet
OneFormer3D
OneFormer3D: One Transformer for Unified Point Cloud Segmentation
2023-11-24T00:00:00
https://arxiv.org/abs/2311.14405v1
[ "https://github.com/oneformer3d/oneformer3d" ]
In the paper 'OneFormer3D: One Transformer for Unified Point Cloud Segmentation', what PQ score did the OneFormer3D model get on the ScanNet dataset
71.2
ogbl-biokg
ComplEx^2
How to Turn Your Knowledge Graph Embeddings into Generative Models
2023-05-25T00:00:00
https://arxiv.org/abs/2305.15944v3
[ "https://github.com/april-tools/gekcs" ]
In the paper 'How to Turn Your Knowledge Graph Embeddings into Generative Models', what Test MRR score did the ComplEx^2 model get on the ogbl-biokg dataset
0.8583 ± 0.0005
VDD
Segformer-B0
VDD: Varied Drone Dataset for Semantic Segmentation
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13608v3
[ "https://github.com/RussRobin/VDD" ]
In the paper 'VDD: Varied Drone Dataset for Semantic Segmentation', what mIoU score did the Segformer-B0 model get on the VDD dataset
75.37
Actor
TE-GCNN
Transfer Entropy in Graph Convolutional Neural Networks
2024-06-08T00:00:00
https://arxiv.org/abs/2406.06632v1
[ "https://github.com/avmoldovan/Heterophily_and_oversmoothing-forked" ]
In the paper 'Transfer Entropy in Graph Convolutional Neural Networks', what Accuracy score did the TE-GCNN model get on the Actor dataset
37.50±1.57
Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study
DTrOCR 105M
DTrOCR: Decoder-only Transformer for Optical Character Recognition
2023-08-30T00:00:00
https://arxiv.org/abs/2308.15996v1
[ "https://github.com/arvindrajan92/DTrOCR" ]
In the paper 'DTrOCR: Decoder-only Transformer for Optical Character Recognition', what Accuracy (%) score did the DTrOCR 105M model get on the Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study dataset
89.6
COCO-20i (1-shot)
GF-SAM
Bridge the Points: Graph-based Few-shot Segment Anything Semantically
2024-10-09T00:00:00
https://arxiv.org/abs/2410.06964v2
[ "https://github.com/ANDYZAQ/GF-SAM" ]
In the paper 'Bridge the Points: Graph-based Few-shot Segment Anything Semantically', what Mean IoU score did the GF-SAM model get on the COCO-20i (1-shot) dataset
58.7
Atari 2600 Phoenix
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 Phoenix dataset
71752.6
MOT20
BoostTrack++
BoostTrack++: using tracklet information to detect more objects in multiple object tracking
2024-08-23T00:00:00
https://arxiv.org/abs/2408.13003v1
[ "https://github.com/vukasin-stanojevic/BoostTrack" ]
In the paper 'BoostTrack++: using tracklet information to detect more objects in multiple object tracking', what MOTA score did the BoostTrack++ model get on the MOT20 dataset
77.7
AVeriTeC
CTU AIC
AIC CTU system at AVeriTeC: Re-framing automated fact-checking as a simple RAG task
2024-10-15T00:00:00
https://arxiv.org/abs/2410.11446v1
[ "https://github.com/aic-factcheck/aic_averitec" ]
In the paper 'AIC CTU system at AVeriTeC: Re-framing automated fact-checking as a simple RAG task', what Question Only score score did the CTU AIC model get on the AVeriTeC dataset
0.46
VietMed
w2v2-Viet
VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical Domain
2024-04-08T00:00:00
https://arxiv.org/abs/2404.05659v2
[ "https://github.com/leduckhai/multimed" ]
In the paper 'VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical Domain', what Dev WER score did the w2v2-Viet model get on the VietMed dataset
45.3
ImageNet 256x256
RAR-XXL, autoregressive
Randomized Autoregressive Visual Generation
2024-11-01T00:00:00
https://arxiv.org/abs/2411.00776v1
[ "https://github.com/bytedance/1d-tokenizer" ]
In the paper 'Randomized Autoregressive Visual Generation', what FID score did the RAR-XXL, autoregressive model get on the ImageNet 256x256 dataset
1.48
SportsMOT
MOTIP (Deformable DETR, with SportsMOT val)
Multiple Object Tracking as ID Prediction
2024-03-25T00:00:00
https://arxiv.org/abs/2403.16848v1
[ "https://github.com/MCG-NJU/MOTIP" ]
In the paper 'Multiple Object Tracking as ID Prediction', what HOTA score did the MOTIP (Deformable DETR, with SportsMOT val) model get on the SportsMOT dataset
75.2
DUT-OMRON
M3Net-S
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection
2023-09-15T00:00:00
https://arxiv.org/abs/2309.08365v1
[ "https://github.com/I2-Multimedia-Lab/M3Net" ]
In the paper 'M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection', what MAE score did the M3Net-S model get on the DUT-OMRON dataset
0.045
Weather2K850 (336)
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 Weather2K850 (336) dataset
0.474
SMAC corridor_2z_vs_24zg
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 Average Score score did the QPLEX model get on the SMAC corridor_2z_vs_24zg dataset
6.44
ARMBench
Deformable DETR
Robot Instance Segmentation with Few Annotations for Grasping
2024-07-01T00:00:00
https://arxiv.org/abs/2407.01302v1
[ "https://github.com/mkimhi/RISE" ]
In the paper 'Robot Instance Segmentation with Few Annotations for Grasping', what AP50 score did the Deformable DETR model get on the ARMBench dataset
77.03
AG-ReID
VDT
View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network
2024-03-21T00:00:00
https://arxiv.org/abs/2403.14513v1
[ "https://github.com/linlyac/vdt-agpreid" ]
In the paper 'View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network', what Averaged rank-1 acc(%) score did the VDT model get on the AG-ReID dataset
82.91
ChEBI-20
MolReGPT (GPT-4-0314)
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective
2023-06-11T00:00:00
https://arxiv.org/abs/2306.06615v2
[ "https://github.com/phenixace/molregpt" ]
In the paper 'Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective', what BLEU-2 score did the MolReGPT (GPT-4-0314) model get on the ChEBI-20 dataset
60.7
LaSOT
HIPTrack
HIPTrack: Visual Tracking with Historical Prompts
2023-11-03T00:00:00
https://arxiv.org/abs/2311.02072v2
[ "https://github.com/wenruicai/hiptrack" ]
In the paper 'HIPTrack: Visual Tracking with Historical Prompts', what AUC score did the HIPTrack model get on the LaSOT dataset
72.7
PASCAL-5i (1-Shot)
MIANet (ResNet-101)
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13864v1
[ "https://github.com/aldrich2y/mianet" ]
In the paper 'MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation', what Mean IoU score did the MIANet (ResNet-101) model get on the PASCAL-5i (1-Shot) dataset
67.63
MSR-VTT-1kA
PAU
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17093v3
[ "https://github.com/leolee99/pau" ]
In the paper 'Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval', what text-to-video Mean Rank score did the PAU model get on the MSR-VTT-1kA dataset
14.0
Clotho
LOAE
Enhancing Automated Audio Captioning via Large Language Models with Optimized Audio Encoding
2024-06-19T00:00:00
https://arxiv.org/abs/2406.13275v2
[ "https://github.com/frankenliu/LOAE" ]
In the paper 'Enhancing Automated Audio Captioning via Large Language Models with Optimized Audio Encoding', what CIDEr score did the LOAE model get on the Clotho dataset
0.513
VietMed
Hybrid 4-gram VietMed-Train + ExtraText
VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical Domain
2024-04-08T00:00:00
https://arxiv.org/abs/2404.05659v2
[ "https://github.com/leduckhai/multimed" ]
In the paper 'VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical Domain', what PPL score did the Hybrid 4-gram VietMed-Train + ExtraText model get on the VietMed dataset
84
Cityscapes to Foggy Cityscapes
SADA (ResNet50-FPN)
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
2024-03-18T00:00:00
https://arxiv.org/abs/2403.12029v2
[ "https://github.com/justinkay/aldi" ]
In the paper 'Align and Distill: Unifying and Improving Domain Adaptive Object Detection', what mAP@0.5 score did the SADA (ResNet50-FPN) model get on the Cityscapes to Foggy Cityscapes dataset
54.2
DomainNet
GMDG (RegNetY-16GF)
Rethinking Multi-domain Generalization with A General Learning Objective
2024-02-29T00:00:00
https://arxiv.org/abs/2402.18853v1
[ "https://github.com/zhaorui-tan/GMDG_cvpr2024" ]
In the paper 'Rethinking Multi-domain Generalization with A General Learning Objective', what Average Accuracy score did the GMDG (RegNetY-16GF) model get on the DomainNet dataset
54.6
NTU RGB+D 120
π-ViT (RGB + Pose)
Just Add $π$! Pose Induced Video Transformers for Understanding Activities of Daily Living
2023-11-30T00:00:00
https://arxiv.org/abs/2311.18840v1
[ "https://github.com/dominickrei/pi-vit" ]
In the paper 'Just Add $π$! Pose Induced Video Transformers for Understanding Activities of Daily Living', what Accuracy (Cross-Subject) score did the π-ViT (RGB + Pose) model get on the NTU RGB+D 120 dataset
95.1
VisA
AnomalyDINO-S (2-shot)
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2
2024-05-23T00:00:00
https://arxiv.org/abs/2405.14529v2
[ "https://github.com/dammsi/AnomalyDINO" ]
In the paper 'AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2', what Detection AUROC score did the AnomalyDINO-S (2-shot) model get on the VisA dataset
89.7
Office-Home
SWG
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance
2023-12-07T00:00:00
https://arxiv.org/abs/2312.04066v4
[ "https://github.com/ThomasWestfechtel/SWG" ]
In the paper 'Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance', what Accuracy score did the SWG model get on the Office-Home dataset
92.3
AudioSet
EquiAV
EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
2024-03-14T00:00:00
https://arxiv.org/abs/2403.09502v2
[ "https://github.com/jongsuk1/equiav" ]
In the paper 'EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning', what Test mAP score did the EquiAV model get on the AudioSet dataset
0.546
ImageNet
SwinV2-Ti
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09372v3
[ "https://github.com/tobna/whattransformertofavor" ]
In the paper 'Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers', what Top 1 Accuracy score did the SwinV2-Ti model get on the ImageNet dataset
83.09%
OCHuman
MaskPose-b
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle
2024-12-02T00:00:00
https://arxiv.org/abs/2412.01562v1
[ "https://github.com/MiraPurkrabek/BBoxMaskPose" ]
In the paper 'Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle', what Test AP score did the MaskPose-b model get on the OCHuman dataset
45.0
Weather2K1786 (720)
MoLE-RLinear
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-RLinear model get on the Weather2K1786 (720) dataset
0.628
DexYCB
HOISDF
HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
2024-02-26T00:00:00
https://arxiv.org/abs/2402.17062v1
[ "https://github.com/amathislab/hoisdf" ]
In the paper 'HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields', what Average MPJPE (mm) score did the HOISDF model get on the DexYCB dataset
10.1
GSM8K
MuggleMATH 13B
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning
2023-10-09T00:00:00
https://arxiv.org/abs/2310.05506v3
[ "https://github.com/ofa-sys/gsm8k-screl" ]
In the paper 'MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning', what Accuracy score did the MuggleMATH 13B model get on the GSM8K dataset
74
SALMon
Spirit-LM (Expr.)
Spirit LM: Interleaved Spoken and Written Language Model
2024-02-08T00:00:00
https://arxiv.org/abs/2402.05755v2
[ "https://github.com/facebookresearch/spiritlm" ]
In the paper 'Spirit LM: Interleaved Spoken and Written Language Model', what Speaker Consistency score did the Spirit-LM (Expr.) model get on the SALMon dataset
81.0
fake
ResNet + OpenAI embedding
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
2024-03-31T00:00:00
https://arxiv.org/abs/2404.00776v1
[ "https://github.com/pyg-team/pytorch-frame" ]
In the paper 'PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning', what AUROC score did the ResNet + OpenAI embedding model get on the fake dataset
0.923
QVHighlights
UniVTG
UniVTG: Towards Unified Video-Language Temporal Grounding
2023-07-31T00:00:00
https://arxiv.org/abs/2307.16715v2
[ "https://github.com/showlab/univtg" ]
In the paper 'UniVTG: Towards Unified Video-Language Temporal Grounding', what mAP score did the UniVTG model get on the QVHighlights dataset
38.20
ColonINST-v1 (Unseen)
LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023-06-01T00:00:00
https://arxiv.org/abs/2306.00890v1
[ "https://github.com/microsoft/LLaVA-Med" ]
In the paper 'LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day', what Accuray score did the LLaVA-Med-v1.0 (w/o LoRA, w/ extra data) model get on the ColonINST-v1 (Unseen) dataset
75.25
SFCHD
TOOD+SCALE
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
2023-06-03T00:00:00
https://arxiv.org/abs/2306.02098v2
[ "https://github.com/lijfrank-open/SFCHD-SCALE" ]
In the paper 'Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method', what mAP@0.50 score did the TOOD+SCALE model get on the SFCHD dataset
79.3
Composition-1K
DiffMatte
Diffusion for Natural Image Matting
2023-12-10T00:00:00
https://arxiv.org/abs/2312.05915v2
[ "https://github.com/yihanhu-2022/diffmatte" ]
In the paper 'Diffusion for Natural Image Matting', what MSE score did the DiffMatte model get on the Composition-1K dataset
2.26
xBD
MambaBDA-Base
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model
2024-04-04T00:00:00
https://arxiv.org/abs/2404.03425v6
[ "https://github.com/chenhongruixuan/mambacd" ]
In the paper 'ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model', what Weighted Average F1-score score did the MambaBDA-Base model get on the xBD dataset
0.8141
MPI-INF-3DHP
FinePOSE
FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
2024-05-08T00:00:00
https://arxiv.org/abs/2405.05216v1
[ "https://github.com/PKU-ICST-MIPL/FinePOSE_CVPR2024" ]
In the paper 'FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models', what MPJPE score did the FinePOSE model get on the MPI-INF-3DHP dataset
26.2
dacl10k v1 testdev
SegFormer mit-b1
dacl10k: Benchmark for Semantic Bridge Damage Segmentation
2023-09-01T00:00:00
https://arxiv.org/abs/2309.00460v1
[ "https://github.com/phiyodr/dacl10k-toolkit" ]
In the paper 'dacl10k: Benchmark for Semantic Bridge Damage Segmentation', what mIoU score did the SegFormer mit-b1 model get on the dacl10k v1 testdev dataset
0.40
iSAID
AerialFormer-B
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation
2023-06-12T00:00:00
https://arxiv.org/abs/2306.06842v2
[ "https://github.com/UARK-AICV/AerialFormer" ]
In the paper 'AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation', what mIoU score did the AerialFormer-B model get on the iSAID dataset
69.3
Math23K
ATHENA (roberta-large)
ATHENA: Mathematical Reasoning with Thought Expansion
2023-11-02T00:00:00
https://arxiv.org/abs/2311.01036v1
[ "https://github.com/the-jb/athena-math" ]
In the paper 'ATHENA: Mathematical Reasoning with Thought Expansion', what Accuracy (training-test) score did the ATHENA (roberta-large) model get on the Math23K dataset
86.5
CIFAR-FS 5-way (5-shot)
CAML [Laion-2b]
Context-Aware Meta-Learning
2023-10-17T00:00:00
https://arxiv.org/abs/2310.10971v2
[ "https://github.com/cfifty/CAML" ]
In the paper 'Context-Aware Meta-Learning', what Accuracy score did the CAML [Laion-2b] model get on the CIFAR-FS 5-way (5-shot) dataset
93.5
O-Haze
CasDyF-Net
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters
2024-09-13T00:00:00
https://arxiv.org/abs/2409.08510v1
[ "https://github.com/dauing/casdyf-net" ]
In the paper 'CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters', what PSNR score did the CasDyF-Net model get on the O-Haze dataset
25.44
RAF-DB
FMAE
Representation Learning and Identity Adversarial Training for Facial Behavior Understanding
2024-07-15T00:00:00
https://arxiv.org/abs/2407.11243v1
[ "https://github.com/forever208/fmae-iat" ]
In the paper 'Representation Learning and Identity Adversarial Training for Facial Behavior Understanding', what Overall Accuracy score did the FMAE model get on the RAF-DB dataset
93.09
ETTh1 (336) Multivariate
TSMixer
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
2023-06-14T00:00:00
https://arxiv.org/abs/2306.09364v4
[ "https://github.com/ibm/tsfm" ]
In the paper 'TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting', what MSE score did the TSMixer model get on the ETTh1 (336) Multivariate dataset
0.421
BanglaBook
XGBoost (word 2-gram + word 3-gram)
BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews
2023-05-11T00:00:00
https://arxiv.org/abs/2305.06595v3
[ "https://github.com/mohsinulkabir14/banglabook" ]
In the paper 'BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews', what Weighted Average F1-score score did the XGBoost (word 2-gram + word 3-gram) model get on the BanglaBook dataset
0.8651
MSU SR-QA Dataset
TOPIQ (IAA)
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment
2023-08-06T00:00:00
https://arxiv.org/abs/2308.03060v1
[ "https://github.com/chaofengc/iqa-pytorch" ]
In the paper 'TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment', what SROCC score did the TOPIQ (IAA) model get on the MSU SR-QA Dataset dataset
0.51687
PeMS04
STAEformer
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting
2023-08-21T00:00:00
https://arxiv.org/abs/2308.10425v5
[ "https://github.com/xdzhelheim/staeformer" ]
In the paper 'STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting', what 12 Steps MAE score did the STAEformer model get on the PeMS04 dataset
18.22
RLBench
3D Diffuser Actor
3D Diffuser Actor: Policy Diffusion with 3D Scene Representations
2024-02-18T00:00:00
https://arxiv.org/abs/2402.10885
[ "https://github.com/nickgkan/3d_diffuser_actor" ]
In the paper '3D Diffuser Actor: Policy Diffusion with 3D Scene Representations', what Succ. Rate (18 tasks, 100 demo/task) score did the 3D Diffuser Actor model get on the RLBench dataset
81.3
ImageNet 32x32
i-DODE
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs
2023-05-06T00:00:00
https://arxiv.org/abs/2305.03935v4
[ "https://github.com/thu-ml/i-dode" ]
In the paper 'Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs', what bpd score did the i-DODE model get on the ImageNet 32x32 dataset
3.43
YouTube-VIS validation
DVIS(Swin-L)
DVIS: Decoupled Video Instance Segmentation Framework
2023-06-06T00:00:00
https://arxiv.org/abs/2306.03413v3
[ "https://github.com/zhang-tao-whu/DVIS" ]
In the paper 'DVIS: Decoupled Video Instance Segmentation Framework', what mask AP score did the DVIS(Swin-L) model get on the YouTube-VIS validation dataset
64.9
CNRPark+EXT
CFEN
Revising deep learning methods in parking lot occupancy detection
2023-06-07T00:00:00
https://arxiv.org/abs/2306.04288v3
[ "https://github.com/eighonet/parking-research" ]
In the paper 'Revising deep learning methods in parking lot occupancy detection', what F1-score score did the CFEN model get on the CNRPark+EXT dataset
0.8482
COCO test-dev
LeYOLO-Large
LeYOLO, New Scalable and Efficient CNN Architecture for Object Detection
2024-06-20T00:00:00
https://arxiv.org/abs/2406.14239v1
[ "https://github.com/LilianHollard/LeYOLO" ]
In the paper 'LeYOLO, New Scalable and Efficient CNN Architecture for Object Detection', what box mAP score did the LeYOLO-Large model get on the COCO test-dev dataset
41
MM-Vet
LLaVA-v1.5 (+MoCa)
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate
2024-10-09T00:00:00
https://arxiv.org/abs/2410.07167v2
[ "https://github.com/shikiw/modality-integration-rate" ]
In the paper 'Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate', what GPT-4 score score did the LLaVA-v1.5 (+MoCa) model get on the MM-Vet dataset
32.2
dacl10k v1 testfinal
FPN EfficientNet-B4
dacl10k: Benchmark for Semantic Bridge Damage Segmentation
2023-09-01T00:00:00
https://arxiv.org/abs/2309.00460v1
[ "https://github.com/phiyodr/dacl10k-toolkit" ]
In the paper 'dacl10k: Benchmark for Semantic Bridge Damage Segmentation', what mIoU score did the FPN EfficientNet-B4 model get on the dacl10k v1 testfinal dataset
42.4
ETTh2 (192) Multivariate
DiPE-Linear
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
2024-11-26T00:00:00
https://arxiv.org/abs/2411.17257v1
[ "https://github.com/wintertee/dipe-linear" ]
In the paper 'Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting', what MSE score did the DiPE-Linear model get on the ETTh2 (192) Multivariate dataset
0.325
ETTh1 (336) Multivariate
SparseTSF
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters
2024-05-02T00:00:00
https://arxiv.org/abs/2405.00946v2
[ "https://github.com/lss-1138/SparseTSF" ]
In the paper 'SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters', what MSE score did the SparseTSF model get on the ETTh1 (336) Multivariate dataset
0.434
Math23K
Exp-Tree
An Expression Tree Decoding Strategy for Mathematical Equation Generation
2023-10-14T00:00:00
https://arxiv.org/abs/2310.09619v3
[ "https://github.com/zwq2018/multi-view-consistency-for-mwp" ]
In the paper 'An Expression Tree Decoding Strategy for Mathematical Equation Generation', what Accuracy (5-fold) score did the Exp-Tree model get on the Math23K dataset
84.1
arXiv-year
FaberNet
HoloNets: Spectral Convolutions do extend to Directed Graphs
2023-10-03T00:00:00
https://arxiv.org/abs/2310.02232v2
[ "https://github.com/ChristianKoke/HoloNets" ]
In the paper 'HoloNets: Spectral Convolutions do extend to Directed Graphs', what Accuracy score did the FaberNet model get on the arXiv-year dataset
64.62±1.01
A-OKVQA
MC-CoT
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training
2023-11-23T00:00:00
https://arxiv.org/abs/2311.14109v2
[ "https://github.com/chengtan9907/mc-cot" ]
In the paper 'Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training', what MC Accuracy score did the MC-CoT model get on the A-OKVQA dataset
71
AgeDB
ResNet-50-Regression
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
2023-07-10T00:00:00
https://arxiv.org/abs/2307.04570v3
[ "https://github.com/paplhjak/facial-age-estimation-benchmark" ]
In the paper 'A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark', what MAE score did the ResNet-50-Regression model get on the AgeDB dataset
6.23
LingOly
Llama 3 70B
LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages
2024-06-10T00:00:00
https://arxiv.org/abs/2406.06196v3
[ "https://github.com/am-bean/lingOly" ]
In the paper 'LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages', what Exact Match Accuracy score did the Llama 3 70B model get on the LingOly dataset
10.3%
RESIDE-6K
DA-CLIP
Controlling Vision-Language Models for Multi-Task Image Restoration
2023-10-02T00:00:00
https://arxiv.org/abs/2310.01018v2
[ "https://github.com/algolzw/daclip-uir" ]
In the paper 'Controlling Vision-Language Models for Multi-Task Image Restoration', what PSNR score did the DA-CLIP model get on the RESIDE-6K dataset
30.16
EstGEC-L2
Llama + 1M BT + gold
To Err Is Human, but Llamas Can Learn It Too
2024-03-08T00:00:00
https://arxiv.org/abs/2403.05493v2
[ "https://github.com/TartuNLP/gec-llm" ]
In the paper 'To Err Is Human, but Llamas Can Learn It Too', what F0.5 score did the Llama + 1M BT + gold model get on the EstGEC-L2 dataset
69.97
SEPE 8K
DiQP on HVEC with QP 51
Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression
2024-12-12T00:00:00
https://arxiv.org/abs/2412.08912v1
[ "https://github.com/alimd94/DiQP" ]
In the paper 'Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression', what Average PSNR (dB) score did the DiQP on HVEC with QP 51 model get on the SEPE 8K dataset
34.197
TVBench
Tarsier-7B
Tarsier: Recipes for Training and Evaluating Large Video Description Models
2024-06-30T00:00:00
https://arxiv.org/abs/2407.00634v2
[ "https://github.com/bytedance/tarsier" ]
In the paper 'Tarsier: Recipes for Training and Evaluating Large Video Description Models', what Average Accuracy score did the Tarsier-7B model get on the TVBench dataset
46.4
Ego4D
UniMD+Sync.
UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection
2024-04-07T00:00:00
https://arxiv.org/abs/2404.04933v2
[ "https://github.com/yingsen1/unimd" ]
In the paper 'UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection', what R@1 IoU=0.3 score did the UniMD+Sync. model get on the Ego4D dataset
14.16
ZJU-RGB-P
CSFNet-2
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
2024-07-01T00:00:00
https://arxiv.org/abs/2407.01328v1
[ "https://github.com/Danial-Qashqai/CSFNet" ]
In the paper 'CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes', what mIoU score did the CSFNet-2 model get on the ZJU-RGB-P dataset
91.40
AISHELL-1
UMA
Unimodal Aggregation for CTC-based Speech Recognition
2023-09-15T00:00:00
https://arxiv.org/abs/2309.08150v2
[ "https://github.com/Audio-WestlakeU/UMA-ASR" ]
In the paper 'Unimodal Aggregation for CTC-based Speech Recognition', what Word Error Rate (WER) score did the UMA model get on the AISHELL-1 dataset
4.7
PASCAL Context-59
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 mIoU score did the FC-CLIP model get on the PASCAL Context-59 dataset
58.4
Lipogram-e
GPT-2-with-filter
Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio
2023-06-28T00:00:00
https://arxiv.org/abs/2306.15926v1
[ "https://github.com/hellisotherpeople/constrained-text-generation-studio" ]
In the paper 'Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio', what Ignored Constraint Error Rate score did the GPT-2-with-filter model get on the Lipogram-e dataset
0%
LRS3-TED
Whisper
Whisper-Flamingo: Integrating Visual Features into Whisper for Audio-Visual Speech Recognition and Translation
2024-06-14T00:00:00
https://arxiv.org/abs/2406.10082v3
[ "https://github.com/roudimit/whisper-flamingo" ]
In the paper 'Whisper-Flamingo: Integrating Visual Features into Whisper for Audio-Visual Speech Recognition and Translation', what Word Error Rate (WER) score did the Whisper model get on the LRS3-TED dataset
0.68
SSv2-label retrieval
vid-TLDR (UMT-L)
vid-TLDR: Training Free Token merging for Light-weight Video Transformer
2024-03-20T00:00:00
https://arxiv.org/abs/2403.13347v2
[ "https://github.com/mlvlab/vid-tldr" ]
In the paper 'vid-TLDR: Training Free Token merging for Light-weight Video Transformer', what text-to-video R@1 score did the vid-TLDR (UMT-L) model get on the SSv2-label retrieval dataset
73.1
iNaturalist
AIMv2-L
Multimodal Autoregressive Pre-training of Large Vision Encoders
2024-11-21T00:00:00
https://arxiv.org/abs/2411.14402v1
[ "https://github.com/apple/ml-aim" ]
In the paper 'Multimodal Autoregressive Pre-training of Large Vision Encoders', what Top 1 Accuracy score did the AIMv2-L model get on the iNaturalist dataset
76
ETTh1 (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 ETTh1 (96) Multivariate dataset
0.366
Caltech-UCSD Birds 200 (partial ratio 0.05)
ILL
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12715v4
[ "https://github.com/hhhhhhao/general-framework-weak-supervision" ]
In the paper 'Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations', what Accuracy score did the ILL model get on the Caltech-UCSD Birds 200 (partial ratio 0.05) dataset
70.77
Cornell
CATv3-sup
CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph
2023-12-14T00:00:00
https://arxiv.org/abs/2312.08672v3
[ "https://github.com/geox-lab/cat" ]
In the paper 'CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph', what Accuracy score did the CATv3-sup model get on the Cornell dataset
88.8±2.1
STL-10 (1000 Labels, ImageNet-100 Unlabeled)
UnMixMatch
Scaling Up Semi-supervised Learning with Unconstrained Unlabelled Data
2023-06-02T00:00:00
https://arxiv.org/abs/2306.01222v2
[ "https://github.com/shuvenduroy/unmixmatch" ]
In the paper 'Scaling Up Semi-supervised Learning with Unconstrained Unlabelled Data', what Accuracy score did the UnMixMatch model get on the STL-10 (1000 Labels, ImageNet-100 Unlabeled) dataset
84.73
AIST++
Lodge (DDPM)
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 Beat alignment score score did the Lodge (DDPM) model get on the AIST++ dataset
0.24
CIFAR-100, 400 Labels
ShrinkMatch
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning
2023-08-13T00:00:00
https://arxiv.org/abs/2308.06777v1
[ "https://github.com/LiheYoung/ShrinkMatch" ]
In the paper 'Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning', what Percentage error score did the ShrinkMatch model get on the CIFAR-100, 400 Labels dataset
35.36
EC-FUNSD
RORE (LayoutLMv3-large)
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 (LayoutLMv3-large) model get on the EC-FUNSD dataset
79.33
A2D Sentences
SOC (Video-Swin-T)
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation
2023-05-26T00:00:00
https://arxiv.org/abs/2305.17011v1
[ "https://github.com/RobertLuo1/NeurIPS2023_SOC" ]
In the paper 'SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation', what Precision@0.5 score did the SOC (Video-Swin-T) model get on the A2D Sentences dataset
0.79
IllusionVQA
Gemini-Pro 4-shot
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models
2024-03-23T00:00:00
https://arxiv.org/abs/2403.15952v3
[ "https://github.com/csebuetnlp/illusionvqa" ]
In the paper 'IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models', what Accuracy score did the Gemini-Pro 4-shot model get on the IllusionVQA dataset
52.87
GRAZPEDWRI-DX
YOLOv8+GCT
Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray Images
2024-10-01T00:00:00
https://arxiv.org/abs/2410.01031v2
[ "https://github.com/ruiyangju/fce-yolov8" ]
In the paper 'Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray Images', what mAP score did the YOLOv8+GCT model get on the GRAZPEDWRI-DX dataset
65.67
Atari 2600 Skiing
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 Skiing dataset
-8295.4
ETTh1 (336) Multivariate
AMD
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting
2024-06-06T00:00:00
https://arxiv.org/abs/2406.03751v1
[ "https://github.com/troubadour000/amd" ]
In the paper 'Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting', what MSE score did the AMD model get on the ETTh1 (336) Multivariate dataset
0.418
ESC-50
EAT
EAT: Self-Supervised Pre-Training with Efficient Audio Transformer
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03497v1
[ "https://github.com/cwx-worst-one/eat" ]
In the paper 'EAT: Self-Supervised Pre-Training with Efficient Audio Transformer', what Top-1 Accuracy score did the EAT model get on the ESC-50 dataset
96.0
S3DIS
PonderV2 + SparseUNet
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm
2023-10-12T00:00:00
https://arxiv.org/abs/2310.08586v3
[ "https://github.com/OpenGVLab/PonderV2" ]
In the paper 'PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm', what Mean IoU score did the PonderV2 + SparseUNet model get on the S3DIS dataset
79.9
GoPro
NIRE
Neural Image Re-Exposure
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13593v1
[ "https://github.com/zhangxydlut/Neural-Image-Re-Exposure" ]
In the paper 'Neural Image Re-Exposure', what PSNR score did the NIRE model get on the GoPro dataset
35.03
Ego4D
RGNet
RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06729v3
[ "https://github.com/tanveer81/rgnet" ]
In the paper 'RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos', what R@1 IoU=0.3 score did the RGNet model get on the Ego4D dataset
20.63
Fashion IQ
CoVR-BLIP
CoVR-2: Automatic Data Construction for Composed Video Retrieval
2023-08-28T00:00:00
https://arxiv.org/abs/2308.14746v4
[ "https://github.com/lucas-ventura/CoVR" ]
In the paper 'CoVR-2: Automatic Data Construction for Composed Video Retrieval', what (Recall@10+Recall@50)/2 score did the CoVR-BLIP model get on the Fashion IQ dataset
59.39
VLEP
LLaMA-VQA
Large Language Models are Temporal and Causal Reasoners for Video Question Answering
2023-10-24T00:00:00
https://arxiv.org/abs/2310.15747v2
[ "https://github.com/mlvlab/Flipped-VQA" ]
In the paper 'Large Language Models are Temporal and Causal Reasoners for Video Question Answering', what Accuracy score did the LLaMA-VQA model get on the VLEP dataset
71.0