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ACMPS
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 ACMPS dataset
0.9789
PASCAL VOC 2012 test
SynCo (ResNet-50) 200ep
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations
2024-10-03T00:00:00
https://arxiv.org/abs/2410.02401v5
[ "https://github.com/giakoumoglou/synco" ]
In the paper 'SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations', what Bounding Box AP score did the SynCo (ResNet-50) 200ep model get on the PASCAL VOC 2012 test dataset
57.2
XSum
SRformer-BART
Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model
2023-05-24T00:00:00
https://arxiv.org/abs/2305.16340v3
[ "https://github.com/yinghanlong/SRtransformer" ]
In the paper 'Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model', what ROUGE-1 score did the SRformer-BART model get on the XSum dataset
39.03
DanceTrack
AED
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown
2024-09-14T00:00:00
https://arxiv.org/abs/2409.09293v1
[ "https://github.com/balabooooo/aed" ]
In the paper 'Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown', what HOTA score did the AED model get on the DanceTrack dataset
66.6
MMBench
LLaVA-LLaMA3-8B-ViT + MoSLoRA
Mixture-of-Subspaces in Low-Rank Adaptation
2024-06-16T00:00:00
https://arxiv.org/abs/2406.11909v3
[ "https://github.com/wutaiqiang/moslora" ]
In the paper 'Mixture-of-Subspaces in Low-Rank Adaptation', what GPT-3.5 score score did the LLaVA-LLaMA3-8B-ViT + MoSLoRA model get on the MMBench dataset
73.0
Elliptic Dataset
GAT
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 GAT model get on the Elliptic Dataset dataset
0.5886
MAWPS
GPT-J
Math Word Problem Solving by Generating Linguistic Variants of Problem Statements
2023-06-24T00:00:00
https://arxiv.org/abs/2306.13899v1
[ "https://github.com/starscream-11813/variational-mathematical-reasoning" ]
In the paper 'Math Word Problem Solving by Generating Linguistic Variants of Problem Statements', what Accuracy (%) score did the GPT-J model get on the MAWPS dataset
9.9
GSM8K
WizardMath-70B-V1.0
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09583v1
[ "https://github.com/nlpxucan/wizardlm" ]
In the paper 'WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct', what Accuracy score did the WizardMath-70B-V1.0 model get on the GSM8K dataset
81.6
Mini-Imagenet 5-way (1-shot)
MSENet
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms
2024-09-12T00:00:00
https://arxiv.org/abs/2409.07989v1
[ "https://github.com/FatemehAskari/MSENet" ]
In the paper 'Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms', what Accuracy score did the MSENet model get on the Mini-Imagenet 5-way (1-shot) dataset
66.57
CVC-ColonDB
EMCAD
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
2024-05-11T00:00:00
https://arxiv.org/abs/2405.06880v1
[ "https://github.com/sldgroup/emcad" ]
In the paper 'EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation', what mean Dice score did the EMCAD model get on the CVC-ColonDB dataset
0.9231
BEA-2019 (test)
GEC-DI (LM+GED)
Improving Seq2Seq Grammatical Error Correction via Decoding Interventions
2023-10-23T00:00:00
https://arxiv.org/abs/2310.14534v1
[ "https://github.com/Jacob-Zhou/gecdi" ]
In the paper 'Improving Seq2Seq Grammatical Error Correction via Decoding Interventions', what F0.5 score did the GEC-DI (LM+GED) model get on the BEA-2019 (test) dataset
73.1
STS12
PromptEOL+CSE+OPT-2.7B
Scaling Sentence Embeddings with Large Language Models
2023-07-31T00:00:00
https://arxiv.org/abs/2307.16645v1
[ "https://github.com/kongds/scaling_sentemb" ]
In the paper 'Scaling Sentence Embeddings with Large Language Models', what Spearman Correlation score did the PromptEOL+CSE+OPT-2.7B model get on the STS12 dataset
0.7949
CIFAR-100-LT (ρ=50)
GML (ResNet-32)
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels
2023-05-02T00:00:00
https://arxiv.org/abs/2305.01160v3
[ "https://github.com/bluecdm/Long-tailed-recognition" ]
In the paper 'Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels', what Error Rate score did the GML (ResNet-32) model get on the CIFAR-100-LT (ρ=50) dataset
41.9
NAS-Bench-201, CIFAR-100
DiNAS
Multi-conditioned Graph Diffusion for Neural Architecture Search
2024-03-09T00:00:00
https://arxiv.org/abs/2403.06020v2
[ "https://github.com/rohanasthana/dinas" ]
In the paper 'Multi-conditioned Graph Diffusion for Neural Architecture Search', what Accuracy (Test) score did the DiNAS model get on the NAS-Bench-201, CIFAR-100 dataset
73.51
CIRR
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@5+Recall_subset@1)/2 score did the CoVR-BLIP model get on the CIRR dataset
76.81
TerraIncognita
SPG (CLIP, ViT-B/16)
Soft Prompt Generation for Domain Generalization
2024-04-30T00:00:00
https://arxiv.org/abs/2404.19286v2
[ "https://github.com/renytek13/soft-prompt-generation-with-cgan" ]
In the paper 'Soft Prompt Generation for Domain Generalization', what Average Accuracy score did the SPG (CLIP, ViT-B/16) model get on the TerraIncognita dataset
50.2
RST-DT
Top-down Llama 2 (13B)
Can we obtain significant success in RST discourse parsing by using Large Language Models?
2024-03-08T00:00:00
https://arxiv.org/abs/2403.05065v1
[ "https://github.com/nttcslab-nlp/rstparser_eacl24" ]
In the paper 'Can we obtain significant success in RST discourse parsing by using Large Language Models?', what Standard Parseval (Span) score did the Top-down Llama 2 (13B) model get on the RST-DT dataset
78.6
ASQP
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 (R15) score did the ChatGPT (gpt-3.5-turbo, few-shot) model get on the ASQP dataset
34.27
ETTm2 (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 ETTm2 (192) Multivariate dataset
0.216
Cornell
HiGNN
Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network
2024-03-26T00:00:00
https://arxiv.org/abs/2403.17351v2
[ "https://github.com/zylMozart/HiGNN" ]
In the paper 'Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network', what Accuracy score did the HiGNN model get on the Cornell dataset
80.00 ± 4.26
SVAMP
OpenMath-CodeLlama-70B (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 Execution Accuracy score did the OpenMath-CodeLlama-70B (w/ code) model get on the SVAMP dataset
87.8
ImageNet
TinySaver(Swin_large, 1.0 Acc drop)
Tiny Models are the Computational Saver for Large Models
2024-03-26T00:00:00
https://arxiv.org/abs/2403.17726v3
[ "https://github.com/QingyuanWang/tinysaver" ]
In the paper 'Tiny Models are the Computational Saver for Large Models', what Top 1 Accuracy score did the TinySaver(Swin_large, 1.0 Acc drop) model get on the ImageNet dataset
85.24
DSIFN-CD
HANet
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images
2024-04-14T00:00:00
https://arxiv.org/abs/2404.09178v1
[ "https://github.com/chengxihan/hanet-cd" ]
In the paper 'HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images', what F1 score did the HANet model get on the DSIFN-CD dataset
62.67
Atari 2600 River Raid
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 River Raid dataset
24445
MPI-INF-3DHP
RTPCA
Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation
2023-09-04T00:00:00
https://arxiv.org/abs/2309.01365v3
[ "https://github.com/hbing-l/rtpca" ]
In the paper 'Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation', what AUC score did the RTPCA model get on the MPI-INF-3DHP dataset
74.2
TCGA
Snuffy (SimCLR Exhaustive)
Snuffy: Efficient Whole Slide Image Classifier
2024-08-15T00:00:00
https://arxiv.org/abs/2408.08258v2
[ "https://github.com/jafarinia/snuffy" ]
In the paper 'Snuffy: Efficient Whole Slide Image Classifier', what AUC score did the Snuffy (SimCLR Exhaustive) model get on the TCGA dataset
0.972
Manga109 - 3x upscaling
HMA†
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution
2024-05-08T00:00:00
https://arxiv.org/abs/2405.05001v1
[ "https://github.com/korouuuuu/hma" ]
In the paper 'HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution', what PSNR score did the HMA† model get on the Manga109 - 3x upscaling dataset
36.10
MVTec AD
CRAD
Continuous Memory Representation for Anomaly Detection
2024-02-28T00:00:00
https://arxiv.org/abs/2402.18293v3
[ "https://github.com/tae-mo/GRAD" ]
In the paper 'Continuous Memory Representation for Anomaly Detection', what Detection AUROC score did the CRAD model get on the MVTec AD dataset
99.4
HCP Aging
NeuroPath
NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes
2024-09-26T00:00:00
https://arxiv.org/abs/2409.17510v3
[ "https://github.com/Chrisa142857/neuro_detour" ]
In the paper 'NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes', what Accuracy score did the NeuroPath model get on the HCP Aging dataset
98.23
DuoRC
RecallM
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 RecallM model get on the DuoRC dataset
48.13
QVHighlights
R^2-Tuning
$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding
2024-03-31T00:00:00
https://arxiv.org/abs/2404.00801v2
[ "https://github.com/yeliudev/R2-Tuning" ]
In the paper '$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding', what mAP score did the R^2-Tuning model get on the QVHighlights dataset
46.17
ColonINST-v1 (Seen)
MobileVLM-1.7B (w/ LoRA, w/ extra data)
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
2023-12-28T00:00:00
https://arxiv.org/abs/2312.16886v2
[ "https://github.com/meituan-automl/mobilevlm" ]
In the paper 'MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices', what Accuray score did the MobileVLM-1.7B (w/ LoRA, w/ extra data) model get on the ColonINST-v1 (Seen) dataset
97.87
MLO-Cn2
Minute 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 Minute Climatology model get on the MLO-Cn2 dataset
0.551
Clotho
PaSST-RoBERTa & Estimated Audio–Caption Correspondences
Estimated Audio-Caption Correspondences Improve Language-Based Audio Retrieval
2024-08-21T00:00:00
https://arxiv.org/abs/2408.11641v1
[ "https://github.com/optimusprimus/salsa" ]
In the paper 'Estimated Audio-Caption Correspondences Improve Language-Based Audio Retrieval', what R@1 score did the PaSST-RoBERTa & Estimated Audio–Caption Correspondences model get on the Clotho dataset
27.69
ETTm2 (720) 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 ETTm2 (720) Multivariate dataset
0.358
Referring Expressions for DAVIS 2016 & 2017
MUTR
Referred by Multi-Modality: A Unified Temporal Transformer for Video Object Segmentation
2023-05-25T00:00:00
https://arxiv.org/abs/2305.16318v2
[ "https://github.com/opengvlab/mutr" ]
In the paper 'Referred by Multi-Modality: A Unified Temporal Transformer for Video Object Segmentation', what J&F 1st frame score did the MUTR model get on the Referring Expressions for DAVIS 2016 & 2017 dataset
68.0
Kinetics-600 12 frames, 64x64
OmniTokenizer-AR
OmniTokenizer: A Joint Image-Video Tokenizer for Visual Generation
2024-06-13T00:00:00
https://arxiv.org/abs/2406.09399v1
[ "https://github.com/foundationvision/omnitokenizer" ]
In the paper 'OmniTokenizer: A Joint Image-Video Tokenizer for Visual Generation', what FVD score did the OmniTokenizer-AR model get on the Kinetics-600 12 frames, 64x64 dataset
32.9
ImageNet-1k vs Places
ODIN+UMAP (ResNet-50)
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability
2023-06-06T00:00:00
https://arxiv.org/abs/2306.03715v1
[ "https://github.com/tmlr-group/unleashing-mask" ]
In the paper 'Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability', what FPR95 score did the ODIN+UMAP (ResNet-50) model get on the ImageNet-1k vs Places dataset
50.06
RMAS
MAS-SAM
MAS-SAM: Segment Any Marine Animal with Aggregated Features
2024-04-24T00:00:00
https://arxiv.org/abs/2404.15700v2
[ "https://github.com/drchip61/mas-sam" ]
In the paper 'MAS-SAM: Segment Any Marine Animal with Aggregated Features', what S-measure score did the MAS-SAM model get on the RMAS dataset
0.865
ImageNet
DAVI
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems
2024-07-23T00:00:00
https://arxiv.org/abs/2407.16125v1
[ "https://github.com/mlvlab/davi" ]
In the paper 'Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems', what PSNR score did the DAVI model get on the ImageNet dataset
26.58
cifar10
ResNet18
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 average top-1 classification accuracy score did the ResNet18 model get on the cifar10 dataset
92.58
COD
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 COD dataset
0.018
ETTm2 (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 ETTm2 (336) Multivariate dataset
0.272
Set14 - 2x upscaling
HMA†
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution
2024-05-08T00:00:00
https://arxiv.org/abs/2405.05001v1
[ "https://github.com/korouuuuu/hma" ]
In the paper 'HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution', what PSNR score did the HMA† model get on the Set14 - 2x upscaling dataset
35.33
OK-VQA
RA-VQA-v2 (BLIP 2)
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17133v2
[ "https://github.com/linweizhedragon/retrieval-augmented-visual-question-answering" ]
In the paper 'Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering', what Accuracy score did the RA-VQA-v2 (BLIP 2) model get on the OK-VQA dataset
62.08
GSM8K
ToRA-Code 34B
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17452v4
[ "https://github.com/microsoft/tora" ]
In the paper 'ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving', what Accuracy score did the ToRA-Code 34B model get on the GSM8K dataset
80.7
ModelNet40
Point-JEPA (no voting)
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
2024-04-25T00:00:00
https://arxiv.org/abs/2404.16432v4
[ "https://github.com/Ayumu-J-S/Point-JEPA" ]
In the paper 'Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud', what Overall Accuracy score did the Point-JEPA (no voting) model get on the ModelNet40 dataset
93.8±0.2
Mapillary val
SelaVPR
Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition
2024-02-22T00:00:00
https://arxiv.org/abs/2402.14505v3
[ "https://github.com/Lu-Feng/SelaVPR" ]
In the paper 'Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition', what Recall@1 score did the SelaVPR model get on the Mapillary val dataset
90.8
FLIR
RGB-X Scene Adaptive CBAM
RGB-X Object Detection via Scene-Specific Fusion Modules
2023-10-30T00:00:00
https://arxiv.org/abs/2310.19372v1
[ "https://github.com/dsriaditya999/rgbxfusion" ]
In the paper 'RGB-X Object Detection via Scene-Specific Fusion Modules', what mAP50 score did the RGB-X Scene Adaptive CBAM model get on the FLIR dataset
86.16%
miniF2F-test
Decomposing the Enigma
Decomposing the Enigma: Subgoal-based Demonstration Learning for Formal Theorem Proving
2023-05-25T00:00:00
https://arxiv.org/abs/2305.16366v1
[ "https://github.com/hkunlp/subgoal-theorem-prover" ]
In the paper 'Decomposing the Enigma: Subgoal-based Demonstration Learning for Formal Theorem Proving', what Pass@100 score did the Decomposing the Enigma model get on the miniF2F-test dataset
45.5
MNIST-to-USPS
FACT
FACT: Federated Adversarial Cross Training
2023-06-01T00:00:00
https://arxiv.org/abs/2306.00607v2
[ "https://github.com/jonas-lippl/fact" ]
In the paper 'FACT: Federated Adversarial Cross Training', what Accuracy score did the FACT model get on the MNIST-to-USPS dataset
98.8
TVBench
ST-LLM
ST-LLM: Large Language Models Are Effective Temporal Learners
2024-03-30T00:00:00
https://arxiv.org/abs/2404.00308v1
[ "https://github.com/TencentARC/ST-LLM" ]
In the paper 'ST-LLM: Large Language Models Are Effective Temporal Learners', what Average Accuracy score did the ST-LLM model get on the TVBench dataset
36.1
AIDA-CoNLL
SpEL-large (2023)
SpEL: Structured Prediction for Entity Linking
2023-10-23T00:00:00
https://arxiv.org/abs/2310.14684v1
[ "https://github.com/shavarani/spel" ]
In the paper 'SpEL: Structured Prediction for Entity Linking', what Micro-F1 strong score did the SpEL-large (2023) model get on the AIDA-CoNLL dataset
88.6
Flickr30k
DSMD
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning
2024-04-16T00:00:00
https://arxiv.org/abs/2404.10838v1
[ "https://github.com/chrisx599/dsmd" ]
In the paper 'Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning', what Image-to-text R@1 score did the DSMD model get on the Flickr30k dataset
82.5
ETTh1 (720) 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 (720) Multivariate dataset
0.489
DAVIS 2017 (val)
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 Jaccard (Mean) score did the Cutie (base) model get on the DAVIS 2017 (val) dataset
84.6
UCR Anomaly Archive
Deep SVDD
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling
2023-11-21T00:00:00
https://arxiv.org/abs/2311.12550v5
[ "https://github.com/ml4its/timevqvae-anomalydetection" ]
In the paper 'Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling', what accuracy score did the Deep SVDD model get on the UCR Anomaly Archive dataset
0.076
Laurel Caverns
AnyLoc-VLAD-DINOv2
AnyLoc: Towards Universal Visual Place Recognition
2023-08-01T00:00:00
https://arxiv.org/abs/2308.00688v2
[ "https://github.com/AnyLoc/AnyLoc" ]
In the paper 'AnyLoc: Towards Universal Visual Place Recognition', what Recall@1 score did the AnyLoc-VLAD-DINOv2 model get on the Laurel Caverns dataset
61.61
MAWPS
GPT-3 text-babbage-001 (6.7B)
Math Word Problem Solving by Generating Linguistic Variants of Problem Statements
2023-06-24T00:00:00
https://arxiv.org/abs/2306.13899v1
[ "https://github.com/starscream-11813/variational-mathematical-reasoning" ]
In the paper 'Math Word Problem Solving by Generating Linguistic Variants of Problem Statements', what Accuracy (%) score did the GPT-3 text-babbage-001 (6.7B) model get on the MAWPS dataset
2.76
InfoSeek
PreFLMR
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers
2024-02-13T00:00:00
https://arxiv.org/abs/2402.08327v2
[ "https://github.com/linweizhedragon/retrieval-augmented-visual-question-answering" ]
In the paper 'PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers', what Recall@5 score did the PreFLMR model get on the InfoSeek dataset
62.1
GSM8K
ToRA-Code 7B
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17452v4
[ "https://github.com/microsoft/tora" ]
In the paper 'ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving', what Accuracy score did the ToRA-Code 7B model get on the GSM8K dataset
72.6
Long Video Dataset
READMem-QDMN (sr=10)
READMem: Robust Embedding Association for a Diverse Memory in Unconstrained Video Object Segmentation
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12823v2
[ "https://github.com/Vujas-Eteph/READMem" ]
In the paper 'READMem: Robust Embedding Association for a Diverse Memory in Unconstrained Video Object Segmentation', what J&F score did the READMem-QDMN (sr=10) model get on the Long Video Dataset dataset
84.0
ChEBI-20
InstructMol-G
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery
2023-11-27T00:00:00
https://arxiv.org/abs/2311.16208v1
[ "https://github.com/idea-xl/instructmol" ]
In the paper 'InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery', what BLEU-2 score did the InstructMol-G model get on the ChEBI-20 dataset
46.6
ActivityNet-QA
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 ActivityNet-QA dataset
45.7
ETTh2 (720) 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 ETTh2 (720) Multivariate dataset
0.395
Wisconsin
DJ-GNN
Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters
2023-06-29T00:00:00
https://arxiv.org/abs/2306.16976v1
[ "https://github.com/AhmedBegggaUA/TFM" ]
In the paper 'Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters', what Accuracy score did the DJ-GNN model get on the Wisconsin dataset
92.54±3.70
COCO test-dev
LeYOLO-Small@480
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-Small@480 model get on the COCO test-dev dataset
35.2
AMZ Photo
HH-GraphSAGE
Half-Hop: A graph upsampling approach for slowing down message passing
2023-08-17T00:00:00
https://arxiv.org/abs/2308.09198v1
[ "https://github.com/nerdslab/halfhop" ]
In the paper 'Half-Hop: A graph upsampling approach for slowing down message passing', what Accuracy score did the HH-GraphSAGE model get on the AMZ Photo dataset
94.55%
ImageNet
RPO
Read-only Prompt Optimization for Vision-Language Few-shot Learning
2023-08-29T00:00:00
https://arxiv.org/abs/2308.14960v2
[ "https://github.com/mlvlab/rpo" ]
In the paper 'Read-only Prompt Optimization for Vision-Language Few-shot Learning', what Harmonic mean score did the RPO model get on the ImageNet dataset
74.00
SPair-71k
SD+DINO + CleanDIFT (Zero-Shot)
CleanDIFT: Diffusion Features without Noise
2024-12-04T00:00:00
https://arxiv.org/abs/2412.03439v1
[ "https://github.com/CompVis/cleandift" ]
In the paper 'CleanDIFT: Diffusion Features without Noise', what PCK score did the SD+DINO + CleanDIFT (Zero-Shot) model get on the SPair-71k dataset
64.8
Amazon Computers
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 Amazon Computers dataset
91.45±0.58
Nighttime Driving
CoDA
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning
2024-03-26T00:00:00
https://arxiv.org/abs/2403.17369v3
[ "https://github.com/Cuzyoung/CoDA" ]
In the paper 'CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning', what mIoU score did the CoDA model get on the Nighttime Driving dataset
59.2
COCO-20i (1-shot)
MSDNet (ResNet-50)
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
2024-09-17T00:00:00
https://arxiv.org/abs/2409.11316v1
[ "https://github.com/amirrezafateh/msdnet" ]
In the paper 'MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping', what Mean IoU score did the MSDNet (ResNet-50) model get on the COCO-20i (1-shot) dataset
46.5
Casia V1+
Late Fusion
MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization
2023-12-04T00:00:00
https://arxiv.org/abs/2312.01790v2
[ "https://github.com/idt-iti/mmfusion-iml" ]
In the paper 'MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization', what Average Pixel F1(Fixed threshold) score did the Late Fusion model get on the Casia V1+ dataset
.775
SOTS Outdoor
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 SOTS Outdoor dataset
38.86
ReCoRD
PaLM 2-M (one-shot)
PaLM 2 Technical Report
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10403v3
[ "https://github.com/eternityyw/tram-benchmark" ]
In the paper 'PaLM 2 Technical Report', what F1 score did the PaLM 2-M (one-shot) model get on the ReCoRD dataset
92.4
HIDE (trained on GOPRO)
ID-Blau (Stripformer)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
2023-12-18T00:00:00
https://arxiv.org/abs/2312.10998v2
[ "https://github.com/plusgood-steven/id-blau" ]
In the paper 'ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation', what PSNR (sRGB) score did the ID-Blau (Stripformer) model get on the HIDE (trained on GOPRO) dataset
31.50
SAR-AIRcraft-1.0
PGD-YOLOv8
Physics-Guided Detector for SAR Airplanes
2024-11-19T00:00:00
https://arxiv.org/abs/2411.12301v1
[ "https://github.com/xai4sar/pgd" ]
In the paper 'Physics-Guided Detector for SAR Airplanes', what Average mAP score did the PGD-YOLOv8 model get on the SAR-AIRcraft-1.0 dataset
90.7%
MAPS
hFT-Transformer
Automatic Piano Transcription with Hierarchical Frequency-Time Transformer
2023-07-10T00:00:00
https://arxiv.org/abs/2307.04305v1
[ "https://github.com/sony/hft-transformer" ]
In the paper 'Automatic Piano Transcription with Hierarchical Frequency-Time Transformer', what Onset F1 score did the hFT-Transformer model get on the MAPS dataset
85.14
iNaturalist 2018
DirMixE
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition
2024-05-13T00:00:00
https://arxiv.org/abs/2405.07780v1
[ "https://github.com/scongl/dirmixe" ]
In the paper 'Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition', what Top-1 Accuracy score did the DirMixE model get on the iNaturalist 2018 dataset
73.21%
EconLogicQA
Yi-6B-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 Yi-6B-Chat model get on the EconLogicQA dataset
0.2077
Coauthor CS
GraphSAGE
Half-Hop: A graph upsampling approach for slowing down message passing
2023-08-17T00:00:00
https://arxiv.org/abs/2308.09198v1
[ "https://github.com/nerdslab/halfhop" ]
In the paper 'Half-Hop: A graph upsampling approach for slowing down message passing', what Accuracy score did the GraphSAGE model get on the Coauthor CS dataset
95.11%
LEVIR-CD
CGNet
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery
2024-04-14T00:00:00
https://arxiv.org/abs/2404.09179v1
[ "https://github.com/chengxihan/cgnet-cd" ]
In the paper 'Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery', what F1 score did the CGNet model get on the LEVIR-CD dataset
92.01
Atari 2600 Ice Hockey
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 Ice Hockey dataset
-3.6
ModelNet40
PointGST
Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning
2024-10-10T00:00:00
https://arxiv.org/abs/2410.08114v1
[ "https://github.com/jerryfeng2003/pointgst" ]
In the paper 'Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning', what Overall Accuracy score did the PointGST model get on the ModelNet40 dataset
95.3
LLFF
CE3D
Chat-Edit-3D: Interactive 3D Scene Editing via Text Prompts
2024-07-09T00:00:00
https://arxiv.org/abs/2407.06842v2
[ "https://github.com/Fangkang515/CE3D" ]
In the paper 'Chat-Edit-3D: Interactive 3D Scene Editing via Text Prompts', what CLIP score did the CE3D model get on the LLFF dataset
0.99
PASTIS
Exchanger+Mask2Former
Revisiting the Encoding of Satellite Image Time Series
2023-05-03T00:00:00
https://arxiv.org/abs/2305.02086v2
[ "https://github.com/TotalVariation/Exchanger4SITS" ]
In the paper 'Revisiting the Encoding of Satellite Image Time Series', what SQ score did the Exchanger+Mask2Former model get on the PASTIS dataset
84.6
RST-DT
Top-down Llama 2 (7B)
Can we obtain significant success in RST discourse parsing by using Large Language Models?
2024-03-08T00:00:00
https://arxiv.org/abs/2403.05065v1
[ "https://github.com/nttcslab-nlp/rstparser_eacl24" ]
In the paper 'Can we obtain significant success in RST discourse parsing by using Large Language Models?', what Standard Parseval (Span) score did the Top-down Llama 2 (7B) model get on the RST-DT dataset
76.3
Places2
SEELE
Repositioning the Subject within Image
2024-01-30T00:00:00
https://arxiv.org/abs/2401.16861v3
[ "https://github.com/yikai-wang/res" ]
In the paper 'Repositioning the Subject within Image', what FID score did the SEELE model get on the Places2 dataset
1.477
HKU-IS
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 HKU-IS dataset
0.019
TVBench
PLLaVA-7B
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning
2024-04-25T00:00:00
https://arxiv.org/abs/2404.16994v2
[ "https://github.com/magic-research/PLLaVA" ]
In the paper 'PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning', what Average Accuracy score did the PLLaVA-7B model get on the TVBench dataset
34.6
ETTh1 (96)
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 (96) dataset
0.368
WikiTableQuestions
SynTQA (GPT)
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA
2024-09-25T00:00:00
https://arxiv.org/abs/2409.16682v2
[ "https://github.com/siyue-zhang/SynTableQA" ]
In the paper 'SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA', what Accuracy (Test) score did the SynTQA (GPT) model get on the WikiTableQuestions dataset
74.4
MM-Vet
InternVL2.5-26B
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
2024-12-06T00:00:00
https://arxiv.org/abs/2412.05271v1
[ "https://github.com/opengvlab/internvl" ]
In the paper 'Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling', what GPT-4 score score did the InternVL2.5-26B model get on the MM-Vet dataset
65.0
OASIS
NeuroPath
NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes
2024-09-26T00:00:00
https://arxiv.org/abs/2409.17510v3
[ "https://github.com/Chrisa142857/neuro_detour" ]
In the paper 'NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes', what Accuracy score did the NeuroPath model get on the OASIS dataset
90.01
WNUT 2017
GoLLIE
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction
2023-10-05T00:00:00
https://arxiv.org/abs/2310.03668v5
[ "https://github.com/hitz-zentroa/gollie" ]
In the paper 'GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction', what F1 score did the GoLLIE model get on the WNUT 2017 dataset
54.3
AgeDB
ResNet-50-DLDL-v2
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-DLDL-v2 model get on the AgeDB dataset
5.80
MSVD-QA
VIOLET+
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09363v1
[ "https://github.com/mlvlab/ovqa" ]
In the paper 'Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models', what Accuracy score did the VIOLET+ model get on the MSVD-QA dataset
0.495
UCF101
OTI(ViT-L/14)
Orthogonal Temporal Interpolation for Zero-Shot Video Recognition
2023-08-14T00:00:00
https://arxiv.org/abs/2308.06897v1
[ "https://github.com/sweetorangezhuyan/mm2023_oti" ]
In the paper 'Orthogonal Temporal Interpolation for Zero-Shot Video Recognition', what Top-1 Accuracy score did the OTI(ViT-L/14) model get on the UCF101 dataset
92.8
CIRR
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@5+Recall_subset@1)/2 score did the CoVR-BLIP model get on the CIRR dataset
76.81