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Mini-Imagenet 5-way (1-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 Mini-Imagenet 5-way (1-shot) dataset
96.2
ChEBI-20
MolReGPT (GPT-3.5-turbo)
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 Text2Mol score did the MolReGPT (GPT-3.5-turbo) model get on the ChEBI-20 dataset
57.1
EuroSAT
DePT
DePT: Decoupled Prompt Tuning
2023-09-14T00:00:00
https://arxiv.org/abs/2309.07439v2
[ "https://github.com/koorye/dept" ]
In the paper 'DePT: Decoupled Prompt Tuning', what Harmonic mean score did the DePT model get on the EuroSAT dataset
84.88
JapaneseVowels
ConvTran
Improving Position Encoding of Transformers for Multivariate Time Series Classification
2023-05-26T00:00:00
https://arxiv.org/abs/2305.16642v1
[ "https://github.com/navidfoumani/convtran" ]
In the paper 'Improving Position Encoding of Transformers for Multivariate Time Series Classification', what Accuracy score did the ConvTran model get on the JapaneseVowels dataset
0.9891
Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study
DTrOCR
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 model get on the Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study dataset
89.6
ParaMAWPS
GPT-3 text-curie-001 (13B)
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-curie-001 (13B) model get on the ParaMAWPS dataset
4.20
COCO 1% labeled data
MixPL
Mixed Pseudo Labels for Semi-Supervised Object Detection
2023-12-12T00:00:00
https://arxiv.org/abs/2312.07006v1
[ "https://github.com/czm369/mixpl" ]
In the paper 'Mixed Pseudo Labels for Semi-Supervised Object Detection', what mAP score did the MixPL model get on the COCO 1% labeled data dataset
31.7
ETTm1 (96) 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 ETTm1 (96) Multivariate dataset
0.291
PACS
GMDG (ResNet-50)
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 (ResNet-50) model get on the PACS dataset
85.6
Chameleon (60%/20%/20% random splits)
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 1:1 Accuracy score did the HH-GraphSAGE model get on the Chameleon (60%/20%/20% random splits) dataset
62.98 ± 3.35
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
74.46
SHS100K-TEST
CoverHunter-128
CoverHunter: Cover Song Identification with Refined Attention and Alignments
2023-06-15T00:00:00
https://arxiv.org/abs/2306.09025v1
[ "https://github.com/Liu-Feng-deeplearning/CoverHunter" ]
In the paper 'CoverHunter: Cover Song Identification with Refined Attention and Alignments', what mAP score did the CoverHunter-128 model get on the SHS100K-TEST dataset
0.858
EC-FUNSD
LayoutLMv3 (base)
Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective
2024-02-04T00:00:00
https://arxiv.org/abs/2402.02379v1
[ "https://github.com/chongzhangFDU/ROOR" ]
In the paper 'Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective', what F1 score did the LayoutLMv3 (base) model get on the EC-FUNSD dataset
82.30
FineDance
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 fid_k score did the Lodge (DDPM) model get on the FineDance dataset
45.56
BTAD
MuSc (zero-shot)
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images
2024-01-30T00:00:00
https://arxiv.org/abs/2401.16753v1
[ "https://github.com/xrli-U/MuSc" ]
In the paper 'MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images', what Segmentation AUROC score did the MuSc (zero-shot) model get on the BTAD dataset
97.35
HumanML3D
Motion Mamba
Motion Mamba: Efficient and Long Sequence Motion Generation
2024-03-12T00:00:00
https://arxiv.org/abs/2403.07487v4
[ "https://github.com/steve-zeyu-zhang/MotionMamba" ]
In the paper 'Motion Mamba: Efficient and Long Sequence Motion Generation', what FID score did the Motion Mamba model get on the HumanML3D dataset
0.281
Pubmed
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 Pubmed dataset
86.86±0.12
LVIS v1.0 val
SE-R101-FPN-MaskRCNN-APA
Adaptive Parametric Activation
2024-07-11T00:00:00
https://arxiv.org/abs/2407.08567v2
[ "https://github.com/kostas1515/aglu" ]
In the paper 'Adaptive Parametric Activation', what mask AP score did the SE-R101-FPN-MaskRCNN-APA model get on the LVIS v1.0 val dataset
30.7
RefCoCo val
MaskRIS (Swin-B, combined DB)
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, combined DB) model get on the RefCoCo val dataset
78.71
SPOT-10
DenseNet121 Distiller
SPOTS-10: Animal Pattern Benchmark Dataset for Machine Learning Algorithms
2024-10-28T00:00:00
https://arxiv.org/abs/2410.21044v1
[ "https://github.com/amotica/spots-10" ]
In the paper 'SPOTS-10: Animal Pattern Benchmark Dataset for Machine Learning Algorithms', what Accuracy score did the DenseNet121 Distiller model get on the SPOT-10 dataset
81.84
DTU
ET-MVSNet
When Epipolar Constraint Meets Non-local Operators in Multi-View Stereo
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17218v1
[ "https://github.com/tqtqliu/et-mvsnet" ]
In the paper 'When Epipolar Constraint Meets Non-local Operators in Multi-View Stereo', what Acc score did the ET-MVSNet model get on the DTU dataset
0.329
QVHighlights
UVCOM
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
2023-11-28T00:00:00
https://arxiv.org/abs/2311.16464v1
[ "https://github.com/easonxiao-888/uvcom" ]
In the paper 'Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection', what mAP score did the UVCOM model get on the QVHighlights dataset
43.18
Oxford 102 Flower
ProMetaR
Prompt Learning via Meta-Regularization
2024-04-01T00:00:00
https://arxiv.org/abs/2404.00851v1
[ "https://github.com/mlvlab/prometar" ]
In the paper 'Prompt Learning via Meta-Regularization', what Harmonic mean score did the ProMetaR model get on the Oxford 102 Flower dataset
86.70
ImageNet
DeBiFormer-B
DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention
2024-10-11T00:00:00
https://arxiv.org/abs/2410.08582v1
[ "https://github.com/maclong01/DeBiFormer" ]
In the paper 'DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention', what Top 1 Accuracy score did the DeBiFormer-B model get on the ImageNet dataset
84.4%
Argoverse 2
ZeroFlow 5x XL
ZeroFlow: Scalable Scene Flow via Distillation
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10424v8
[ "https://github.com/kylevedder/zeroflow" ]
In the paper 'ZeroFlow: Scalable Scene Flow via Distillation', what EPE 3-Way score did the ZeroFlow 5x XL model get on the Argoverse 2 dataset
0.049392
Coauthor CS
HH-GCN
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-GCN model get on the Coauthor CS dataset
94.71%
READ2016(line-level)
HTR-VT
HTR-VT: Handwritten Text Recognition with Vision Transformer
2024-09-13T00:00:00
https://arxiv.org/abs/2409.08573v1
[ "https://github.com/yutingli0606/htr-vt" ]
In the paper 'HTR-VT: Handwritten Text Recognition with Vision Transformer', what Test CER score did the HTR-VT model get on the READ2016(line-level) dataset
3.9
SVT
CLIP4STR-B*
An Empirical Study of Scaling Law for OCR
2023-12-29T00:00:00
https://arxiv.org/abs/2401.00028v3
[ "https://github.com/large-ocr-model/large-ocr-model.github.io" ]
In the paper 'An Empirical Study of Scaling Law for OCR', what Accuracy score did the CLIP4STR-B* model get on the SVT dataset
98.76
CIFAR-100-LT (ρ=10)
VS + ADRW + TLA
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code
2023-10-07T00:00:00
https://arxiv.org/abs/2310.04752
[ "https://github.com/wang22ti/DDC" ]
In the paper 'A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code', what Error Rate score did the VS + ADRW + TLA model get on the CIFAR-100-LT (ρ=10) dataset
34.41
SPair-71k
GeoAware-SC (Supervised)
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
2023-11-28T00:00:00
https://arxiv.org/abs/2311.17034v2
[ "https://github.com/Junyi42/geoaware-sc" ]
In the paper 'Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence', what PCK score did the GeoAware-SC (Supervised) model get on the SPair-71k dataset
82.9
Mapillary test
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 test dataset
73.5
COCO-Stuff-171
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 COCO-Stuff-171 dataset
19.4
PACS
POEM
POEM: Polarization of Embeddings for Domain-Invariant Representations
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13046v1
[ "https://github.com/josangyoung/official-poem" ]
In the paper 'POEM: Polarization of Embeddings for Domain-Invariant Representations', what Average Accuracy score did the POEM model get on the PACS dataset
86.7
VNHSGE-Chemistry
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-Chemistry dataset
48
STL-10
SPICE-BPA
The Balanced-Pairwise-Affinities Feature Transform
2024-06-25T00:00:00
https://arxiv.org/abs/2407.01467v1
[ "https://github.com/danielshalam/bpa" ]
In the paper 'The Balanced-Pairwise-Affinities Feature Transform', what Accuracy score did the SPICE-BPA model get on the STL-10 dataset
0.943
VidHOI
ST-GAZE
Human-Object Interaction Prediction in Videos through Gaze Following
2023-06-06T00:00:00
https://arxiv.org/abs/2306.03597v1
[ "https://github.com/nizhf/hoi-prediction-gaze-transformer" ]
In the paper 'Human-Object Interaction Prediction in Videos through Gaze Following', what Person-wise Top5: t=1(mAP@0.5) score did the ST-GAZE model get on the VidHOI dataset
37.59
Story Cloze
PaLM 2-S (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 Accuracy score did the PaLM 2-S (one-shot) model get on the Story Cloze dataset
85.6
SYNTHIA-to-Cityscapes
MIC + Guidance Training
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation
2024-03-22T00:00:00
https://arxiv.org/abs/2403.14995v1
[ "https://github.com/wenlve-zhou/guidance-training" ]
In the paper 'Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation', what mIoU score did the MIC + Guidance Training model get on the SYNTHIA-to-Cityscapes dataset
63.8
BSD100 - 4x upscaling
AESOP
Auto-Encoded Supervision for Perceptual Image Super-Resolution
2024-11-28T00:00:00
https://arxiv.org/abs/2412.00124v1
[ "https://github.com/2minkyulee/aesop-auto-encoded-supervision-for-perceptual-image-super-resolution" ]
In the paper 'Auto-Encoded Supervision for Perceptual Image Super-Resolution', what PSNR score did the AESOP model get on the BSD100 - 4x upscaling dataset
25.93
YouTube-VIS 2021
CAVIS(VIT-L, Offline)
Context-Aware Video Instance Segmentation
2024-07-03T00:00:00
https://arxiv.org/abs/2407.03010v1
[ "https://github.com/Seung-Hun-Lee/CAVIS" ]
In the paper 'Context-Aware Video Instance Segmentation', what mask AP score did the CAVIS(VIT-L, Offline) model get on the YouTube-VIS 2021 dataset
65.3
CUB-200-2011
Q-SENN
Q-SENN: Quantized Self-Explaining Neural Networks
2023-12-21T00:00:00
https://arxiv.org/abs/2312.13839v2
[ "https://github.com/thomasnorr/q-senn" ]
In the paper 'Q-SENN: Quantized Self-Explaining Neural Networks', what Top 1 Accuracy score did the Q-SENN model get on the CUB-200-2011 dataset
85.9
MATH
OpenMath-CodeLlama-13B (w/ code, SC, k=50)
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-13B (w/ code, SC, k=50) model get on the MATH dataset
57.6
MM-Vet
LLaVA-HR-X
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models
2024-03-05T00:00:00
https://arxiv.org/abs/2403.03003v1
[ "https://github.com/luogen1996/llava-hr" ]
In the paper 'Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models', what GPT-4 score score did the LLaVA-HR-X model get on the MM-Vet dataset
35.5
Yahoo A1
CARLA
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09296v4
[ "https://github.com/zamanzadeh/CARLA" ]
In the paper 'CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection', what precision score did the CARLA model get on the Yahoo A1 dataset
0.9755
GOT-10k
RTracker-L
RTracker: Recoverable Tracking via PN Tree Structured Memory
2024-03-28T00:00:00
https://arxiv.org/abs/2403.19242v1
[ "https://github.com/norahgreen/rtracker" ]
In the paper 'RTracker: Recoverable Tracking via PN Tree Structured Memory', what Average Overlap score did the RTracker-L model get on the GOT-10k dataset
77.9
CIFAR-10
SCT
Stable Consistency Tuning: Understanding and Improving Consistency Models
2024-10-24T00:00:00
https://arxiv.org/abs/2410.18958v3
[ "https://github.com/G-U-N/Stable-Consistency-Tuning" ]
In the paper 'Stable Consistency Tuning: Understanding and Improving Consistency Models', what FID score did the SCT model get on the CIFAR-10 dataset
1.84
imSitu
ClipSitu
ClipSitu: Effectively Leveraging CLIP for Conditional Predictions in Situation Recognition
2023-07-02T00:00:00
https://arxiv.org/abs/2307.00586v3
[ "https://github.com/LUNAProject22/CLIPSitu" ]
In the paper 'ClipSitu: Effectively Leveraging CLIP for Conditional Predictions in Situation Recognition', what Top-1 Verb score did the ClipSitu model get on the imSitu dataset
47.23
FRMT (Chinese - Mainland)
Google Translate
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 BLEURT score did the Google Translate model get on the FRMT (Chinese - Mainland) dataset
72.3
Winoground
VQ2
What You See is What You Read? Improving Text-Image Alignment Evaluation
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10400v4
[ "https://github.com/yonatanbitton/wysiwyr" ]
In the paper 'What You See is What You Read? Improving Text-Image Alignment Evaluation', what Text Score score did the VQ2 model get on the Winoground dataset
47
AMZ Photo
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 AMZ Photo dataset
95.73±0.84
Squirrel
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 Squirrel dataset
59.3±1.8
OVIS validation
DVIS(Swin-L, Online)
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, Online) model get on the OVIS validation dataset
47.1
Social media attributions of YouTube comments
Space-BERT
Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs
2024-01-30T00:00:00
https://arxiv.org/abs/2401.16638v1
[ "https://github.com/stepantita/space-model" ]
In the paper 'Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs', what Accuracy (2 classes) score did the Space-BERT model get on the Social media attributions of YouTube comments dataset
0.8309
DESED
ABC + MDFD-CRNN
Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution
2024-06-19T00:00:00
https://arxiv.org/abs/2406.13312v3
[ "https://github.com/frednam93/MDFD-SED" ]
In the paper 'Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution', what PSDS1 score did the ABC + MDFD-CRNN model get on the DESED dataset
0.577
ETTh1 (720) 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 (720) Multivariate dataset
0.426
ZINC-500k
CKGCN
CKGConv: General Graph Convolution with Continuous Kernels
2024-04-21T00:00:00
https://arxiv.org/abs/2404.13604v2
[ "https://github.com/networkslab/ckgconv" ]
In the paper 'CKGConv: General Graph Convolution with Continuous Kernels', what MAE score did the CKGCN model get on the ZINC-500k dataset
5.9
FinSen
LSTM
Enhancing Financial Market Predictions: Causality-Driven Feature Selection
2024-08-02T00:00:00
https://arxiv.org/abs/2408.01005v1
[ "https://github.com/EagleAdelaide/FinSen_Dataset" ]
In the paper 'Enhancing Financial Market Predictions: Causality-Driven Feature Selection', what Mean MSE score did the LSTM model get on the FinSen dataset
0.01
LaSOT
PiVOT-L
Improving Visual Object Tracking through Visual Prompting
2024-09-27T00:00:00
https://arxiv.org/abs/2409.18901v1
[ "https://github.com/chenshihfang/GOT" ]
In the paper 'Improving Visual Object Tracking through Visual Prompting', what AUC score did the PiVOT-L model get on the LaSOT dataset
73.4
Full-body Parkinson’s disease dataset
MotionAGFormer
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network
2023-10-25T00:00:00
https://arxiv.org/abs/2310.16288v1
[ "https://github.com/taatiteam/motionagformer" ]
In the paper 'MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network', what F1-score (weighted) score did the MotionAGFormer model get on the Full-body Parkinson’s disease dataset dataset
0.42
FSD50K
MN
Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models
2023-10-24T00:00:00
https://arxiv.org/abs/2310.15648v1
[ "https://github.com/fschmid56/efficientat" ]
In the paper 'Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models', what mAP score did the MN model get on the FSD50K dataset
65.6
PECC
WizardLM-2-7B
PECC: Problem Extraction and Coding Challenges
2024-04-29T00:00:00
https://arxiv.org/abs/2404.18766v1
[ "https://github.com/hallerpatrick/pecc" ]
In the paper 'PECC: Problem Extraction and Coding Challenges', what Pass@3 score did the WizardLM-2-7B model get on the PECC dataset
3.72
SPOT-10
MobileNetV3Small Distiller
SPOTS-10: Animal Pattern Benchmark Dataset for Machine Learning Algorithms
2024-10-28T00:00:00
https://arxiv.org/abs/2410.21044v1
[ "https://github.com/amotica/spots-10" ]
In the paper 'SPOTS-10: Animal Pattern Benchmark Dataset for Machine Learning Algorithms', what Accuracy score did the MobileNetV3Small Distiller model get on the SPOT-10 dataset
78.04
ImageNet 256x256
LEGO-XL
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling
2023-10-10T00:00:00
https://arxiv.org/abs/2310.06389v3
[ "https://github.com/JegZheng/LEGODiffusion" ]
In the paper 'Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling', what FID score did the LEGO-XL model get on the ImageNet 256x256 dataset
2.05
LRS2
TDFNet-small
TDFNet: An Efficient Audio-Visual Speech Separation Model with Top-down Fusion
2024-01-25T00:00:00
https://arxiv.org/abs/2401.14185v1
[ "https://github.com/spkgyk/TDFNet" ]
In the paper 'TDFNet: An Efficient Audio-Visual Speech Separation Model with Top-down Fusion', what SI-SNRi score did the TDFNet-small model get on the LRS2 dataset
13.6
Market-1501
PCL-CLIP (L_pcl)
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
2023-10-26T00:00:00
https://arxiv.org/abs/2310.17218v1
[ "https://github.com/RikoLi/PCL-CLIP" ]
In the paper 'Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification', what Rank-1 score did the PCL-CLIP (L_pcl) model get on the Market-1501 dataset
96.1
VisA
URD
Unlocking the Potential of Reverse Distillation for Anomaly Detection
2024-12-10T00:00:00
https://arxiv.org/abs/2412.07579v1
[ "https://github.com/hito2448/urd" ]
In the paper 'Unlocking the Potential of Reverse Distillation for Anomaly Detection', what Detection AUROC score did the URD model get on the VisA dataset
96.5
LibriSpeech test-other
Branchformer + GFSA
Graph Convolutions Enrich the Self-Attention in Transformers!
2023-12-07T00:00:00
https://arxiv.org/abs/2312.04234v5
[ "https://github.com/jeongwhanchoi/gfsa" ]
In the paper 'Graph Convolutions Enrich the Self-Attention in Transformers!', what Word Error Rate (WER) score did the Branchformer + GFSA model get on the LibriSpeech test-other dataset
4.94
Id Pattern Dataset
Gemini 1.5 Pro
Identification of Stone Deterioration Patterns with Large Multimodal Models
2024-06-05T00:00:00
https://arxiv.org/abs/2406.03207v1
[ "https://github.com/dcorradetti/redai_id_pattern" ]
In the paper 'Identification of Stone Deterioration Patterns with Large Multimodal Models', what Percentage correct score did the Gemini 1.5 Pro model get on the Id Pattern Dataset dataset
39%
LEVIR-CD
SGSLN/256
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/256 model get on the LEVIR-CD dataset
0.9193
iNaturalist 2018
LIFT (ViT-B/16)
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts
2023-09-18T00:00:00
https://arxiv.org/abs/2309.10019v3
[ "https://github.com/shijxcs/lift" ]
In the paper 'Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts', what Top-1 Accuracy score did the LIFT (ViT-B/16) model get on the iNaturalist 2018 dataset
80.4%
Peptides-struct
CKGCN
CKGConv: General Graph Convolution with Continuous Kernels
2024-04-21T00:00:00
https://arxiv.org/abs/2404.13604v2
[ "https://github.com/networkslab/ckgconv" ]
In the paper 'CKGConv: General Graph Convolution with Continuous Kernels', what MAE score did the CKGCN model get on the Peptides-struct dataset
0.2477
GTEA
BaFormer
Efficient Temporal Action Segmentation via Boundary-aware Query Voting
2024-05-25T00:00:00
https://arxiv.org/abs/2405.15995v1
[ "https://github.com/peiyao-w/baformer" ]
In the paper 'Efficient Temporal Action Segmentation via Boundary-aware Query Voting', what F1@10% score did the BaFormer model get on the GTEA dataset
92.0
HRF
RRWNet
RRWNet: Recursive Refinement Network for Effective Retinal Artery/Vein Segmentation and Classification
2024-02-05T00:00:00
https://arxiv.org/abs/2402.03166v4
[ "https://github.com/j-morano/rrwnet" ]
In the paper 'RRWNet: Recursive Refinement Network for Effective Retinal Artery/Vein Segmentation and Classification', what Accuracy score did the RRWNet model get on the HRF dataset
0.9783
WSJ0-2mix
SPGM + DM
SPGM: Prioritizing Local Features for enhanced speech separation performance
2023-09-22T00:00:00
https://arxiv.org/abs/2309.12608v2
[ "https://huggingface.co/yipjiaqi/spgm" ]
In the paper 'SPGM: Prioritizing Local Features for enhanced speech separation performance', what SI-SDRi score did the SPGM + DM model get on the WSJ0-2mix dataset
22.7
MNIST
Wilson-Cowan model RNN
Learning in Wilson-Cowan model for metapopulation
2024-06-24T00:00:00
https://arxiv.org/abs/2406.16453v2
[ "https://github.com/raffaelemarino/learning_in_wilsoncowan" ]
In the paper 'Learning in Wilson-Cowan model for metapopulation', what Accuracy score did the Wilson-Cowan model RNN model get on the MNIST dataset
98.13
Atari 2600 Beam Rider
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 Beam Rider dataset
26841.6
REBUS
LLaVa-1.5-7B
REBUS: A Robust Evaluation Benchmark of Understanding Symbols
2024-01-11T00:00:00
https://arxiv.org/abs/2401.05604v2
[ "https://github.com/cvndsh/rebus" ]
In the paper 'REBUS: A Robust Evaluation Benchmark of Understanding Symbols', what Accuracy score did the LLaVa-1.5-7B model get on the REBUS dataset
1.5
MathQA
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 Answer Accuracy score did the Exp-Tree model get on the MathQA dataset
81.5
Objaverse
MiniGPT-3D
MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors
2024-05-02T00:00:00
https://arxiv.org/abs/2405.01413v1
[ "https://github.com/tangyuan96/minigpt-3d" ]
In the paper 'MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors', what GPT-4 score did the MiniGPT-3D model get on the Objaverse dataset
57.06
PECC
codechat-bison
PECC: Problem Extraction and Coding Challenges
2024-04-29T00:00:00
https://arxiv.org/abs/2404.18766v1
[ "https://github.com/hallerpatrick/pecc" ]
In the paper 'PECC: Problem Extraction and Coding Challenges', what Pass@3 score did the codechat-bison model get on the PECC dataset
11.39
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
0.504
SUN-RGBD
FSFNet
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation
2023-09-18T00:00:00
https://arxiv.org/abs/2309.09668v2
[ "https://github.com/VCIP-RGBD/DFormer" ]
In the paper 'DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation', what Mean IoU score did the FSFNet model get on the SUN-RGBD dataset
48.8%
TinyImageNet ResNet-18 - 300 Epochs
IBM
Towards Redundancy-Free Sub-networks in Continual Learning
2023-12-01T00:00:00
https://arxiv.org/abs/2312.00840v2
[ "https://github.com/zackschen/IBM-Net" ]
In the paper 'Towards Redundancy-Free Sub-networks in Continual Learning', what Accuracy score did the IBM model get on the TinyImageNet ResNet-18 - 300 Epochs dataset
52.38
Kvasir-SEG
EffiSegNet-B5
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
2024-07-23T00:00:00
https://arxiv.org/abs/2407.16298v1
[ "https://github.com/ivezakis/effisegnet" ]
In the paper 'EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder', what mean Dice score did the EffiSegNet-B5 model get on the Kvasir-SEG dataset
0.9488
COCO-20i (2-way 1-shot)
Label Anything (Vit-B/16-SAM)
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts
2024-07-02T00:00:00
https://arxiv.org/abs/2407.02075v1
[ "https://github.com/pasqualedem/LabelAnything" ]
In the paper 'Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts', what mIoU score did the Label Anything (Vit-B/16-SAM) model get on the COCO-20i (2-way 1-shot) dataset
34.6
MOSE
Cutie (base, with mose)
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, with mose) model get on the MOSE dataset
68.3
CIFAR-10, 40 Labels
RelationMatch
RelationMatch: Matching In-batch Relationships for Semi-supervised Learning
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10397v2
[ "https://github.com/yifanzhang-pro/relationmatch" ]
In the paper 'RelationMatch: Matching In-batch Relationships for Semi-supervised Learning', what Percentage error score did the RelationMatch model get on the CIFAR-10, 40 Labels dataset
4.96
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 FUNSD dataset
88.46
ZJU-RGB-P
ShareCMP (B4 RGB-FP)
ShareCMP: Polarization-Aware RGB-P Semantic Segmentation
2023-12-06T00:00:00
https://arxiv.org/abs/2312.03430v2
[ "https://github.com/lefteyex/sharecmp" ]
In the paper 'ShareCMP: Polarization-Aware RGB-P Semantic Segmentation', what mIoU score did the ShareCMP (B4 RGB-FP) model get on the ZJU-RGB-P dataset
92.7
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 Correctness of Information score did the VTimeLLM model get on the VideoInstruct dataset
2.78
NCBI-disease
NuNER Zero Span
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 F1 score did the NuNER Zero Span model get on the NCBI-disease dataset
61.1
Atari 2600 Surround
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 Surround dataset
2.5
cifar100
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 cifar100 dataset
69.31
STAR Benchmark
TraveLER (0-shot)
TraveLER: A Modular Multi-LMM Agent Framework for Video Question-Answering
2024-04-01T00:00:00
https://arxiv.org/abs/2404.01476v2
[ "https://github.com/traveler-framework/traveler" ]
In the paper 'TraveLER: A Modular Multi-LMM Agent Framework for Video Question-Answering', what Average Accuracy score did the TraveLER (0-shot) model get on the STAR Benchmark dataset
44.9
TACO-Code
Starcoder-15.5B
TACO: Topics in Algorithmic COde generation dataset
2023-12-22T00:00:00
https://arxiv.org/abs/2312.14852v3
[ "https://github.com/flagopen/taco" ]
In the paper 'TACO: Topics in Algorithmic COde generation dataset', what easy pass@1 score did the Starcoder-15.5B model get on the TACO-Code dataset
11.6%
Columbia
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 AUC score did the Late Fusion model get on the Columbia dataset
.977
VideoInstruct
BT-Adapter (zero-shot)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning
2023-09-27T00:00:00
https://arxiv.org/abs/2309.15785v2
[ "https://github.com/farewellthree/BT-Adapter" ]
In the paper 'BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning', what gpt-score score did the BT-Adapter (zero-shot) model get on the VideoInstruct dataset
2.16
ImageNet 256x256
RAR-L, 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-L, autoregressive model get on the ImageNet 256x256 dataset
1.70
Structured3D
SFSS-MMSI (RGB+Depth+Normal)
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09369v1
[ "https://github.com/sguttikon/SFSS-MMSI" ]
In the paper 'Single Frame Semantic Segmentation Using Multi-Modal Spherical Images', what Validation mIoU score did the SFSS-MMSI (RGB+Depth+Normal) model get on the Structured3D dataset
75.86
ETTh1 (336) 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 (336) Multivariate dataset
0.42