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DUO
GCC-Net
A Gated Cross-domain Collaborative Network for Underwater Object Detection
2023-06-25T00:00:00
https://arxiv.org/abs/2306.14141v1
[ "https://github.com/ixiaohuihuihui/gcc-net" ]
In the paper 'A Gated Cross-domain Collaborative Network for Underwater Object Detection', what All mAP score did the GCC-Net model get on the DUO dataset
69.1
QVHighlights
UnLoc-B
UnLoc: A Unified Framework for Video Localization Tasks
2023-08-21T00:00:00
https://arxiv.org/abs/2308.11062v1
[ "https://github.com/google-research/scenic" ]
In the paper 'UnLoc: A Unified Framework for Video Localization Tasks', what R@1 IoU=0.5 score did the UnLoc-B model get on the QVHighlights dataset
64.5
Citeseer
TransGNN
Strong Transitivity Relations and Graph Neural Networks
2024-01-01T00:00:00
https://arxiv.org/abs/2401.01384v1
[ "https://github.com/yassinmihemedi/strong-transitivity-relations-and-graph-neural-network" ]
In the paper 'Strong Transitivity Relations and Graph Neural Networks', what 1:1 Accuracy score did the TransGNN model get on the Citeseer dataset
75.0
PACS
ABA (ResNet18)
Adversarial Bayesian Augmentation for Single-Source Domain Generalization
2023-07-18T00:00:00
https://arxiv.org/abs/2307.09520v2
[ "https://github.com/shengcheng/aba" ]
In the paper 'Adversarial Bayesian Augmentation for Single-Source Domain Generalization', what Accuracy score did the ABA (ResNet18) model get on the PACS dataset
66.36
3RScan
SG-PGM
SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks
2024-03-28T00:00:00
https://arxiv.org/abs/2403.19474v1
[ "https://github.com/dfki-av/sg-pgm" ]
In the paper 'SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks', what CD score did the SG-PGM model get on the 3RScan dataset
0.0083
IEMOCAP
CNN - DARTS
Enhancing Speech Emotion Recognition Through Differentiable Architecture Search
2023-05-23T00:00:00
https://arxiv.org/abs/2305.14402v3
[ "https://github.com/jayaneetha/emoDARTS" ]
In the paper 'Enhancing Speech Emotion Recognition Through Differentiable Architecture Search', what UA score did the CNN - DARTS model get on the IEMOCAP dataset
0.696
NASA Li-ion Dataset
SambaMixer
SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models
2024-10-31T00:00:00
https://arxiv.org/abs/2411.00233v1
[ "https://github.com/sascha-kirch/samba-mixer" ]
In the paper 'SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models', what mean absolute error score did the SambaMixer model get on the NASA Li-ion Dataset dataset
1.072
ImageNet
XCiT-S
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 XCiT-S model get on the ImageNet dataset
83.65%
UZLF
Automorph
VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images
2024-09-24T00:00:00
https://arxiv.org/abs/2409.16016v2
[ "https://github.com/eyened/rtnls_vascx_models" ]
In the paper 'VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images', what Average Dice (0.5*Dice_a + 0.5*Dice_v) score did the Automorph model get on the UZLF dataset
74.0
PeMS07
Cy2Mixer
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
2024-01-29T00:00:00
https://arxiv.org/abs/2401.15894v2
[ "https://github.com/leemingo/cy2mixer" ]
In the paper 'Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks', what MAE@1h score did the Cy2Mixer model get on the PeMS07 dataset
19.45
COCO test-dev
LeYOLO-Medium@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-Medium@480 model get on the COCO test-dev dataset
36.4
CausalGym
k-means
CausalGym: Benchmarking causal interpretability methods on linguistic tasks
2024-02-19T00:00:00
https://arxiv.org/abs/2402.12560v1
[ "https://github.com/aryamanarora/causalgym" ]
In the paper 'CausalGym: Benchmarking causal interpretability methods on linguistic tasks', what Log odds-ratio (pythia-6.9b) score did the k-means model get on the CausalGym dataset
1.87
CommitmentBank
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 Accuracy score did the PaLM 2-M (one-shot) model get on the CommitmentBank dataset
80.4
DROP Test
PaLM 2 (few-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 (few-shot) model get on the DROP Test dataset
85.0
SVAMP
GPT-4 (Model Selection)
Automatic Model Selection with Large Language Models for Reasoning
2023-05-23T00:00:00
https://arxiv.org/abs/2305.14333v2
[ "https://github.com/xuzhao0/model-selection-reasoning" ]
In the paper 'Automatic Model Selection with Large Language Models for Reasoning', what Execution Accuracy score did the GPT-4 (Model Selection) model get on the SVAMP dataset
93.7
SVT
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 SVT dataset
98.9
GTAV-to-Cityscapes Labels
DIDA
Dual-level Interaction for Domain Adaptive Semantic Segmentation
2023-07-16T00:00:00
https://arxiv.org/abs/2307.07972v2
[ "https://github.com/rainjamesy/dida" ]
In the paper 'Dual-level Interaction for Domain Adaptive Semantic Segmentation', what mIoU score did the DIDA model get on the GTAV-to-Cityscapes Labels dataset
71.0
AFLW2000-3D
DSFNet-is
DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment
2023-05-19T00:00:00
https://arxiv.org/abs/2305.11522v1
[ "https://github.com/lhyfst/dsfnet" ]
In the paper 'DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment', what Mean NME score did the DSFNet-is model get on the AFLW2000-3D dataset
3.16
ImageNet
HVT Large
HVT: A Comprehensive Vision Framework for Learning in Non-Euclidean Space
2024-09-25T00:00:00
https://arxiv.org/abs/2409.16897v2
[ "https://github.com/hyperbolicvit/hyperbolicvit" ]
In the paper 'HVT: A Comprehensive Vision Framework for Learning in Non-Euclidean Space', what Top 1 Accuracy score did the HVT Large model get on the ImageNet dataset
85%
AFAD
ResNet-50-SORD
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-SORD model get on the AFAD dataset
3.14
R2R
VLN-PETL
VLN-PETL: Parameter-Efficient Transfer Learning for Vision-and-Language Navigation
2023-08-20T00:00:00
https://arxiv.org/abs/2308.10172v1
[ "https://github.com/yanyuanqiao/vln-petl" ]
In the paper 'VLN-PETL: Parameter-Efficient Transfer Learning for Vision-and-Language Navigation', what spl score did the VLN-PETL model get on the R2R dataset
0.58
CommonsenseQA
PaLM 2 (few‑shot, CoT, SC)
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 (few‑shot, CoT, SC) model get on the CommonsenseQA dataset
90.4
UHD-IQA
ARNIQA
ARNIQA: Learning Distortion Manifold for Image Quality Assessment
2023-10-20T00:00:00
https://arxiv.org/abs/2310.14918v2
[ "https://github.com/miccunifi/arniqa" ]
In the paper 'ARNIQA: Learning Distortion Manifold for Image Quality Assessment', what SRCC score did the ARNIQA model get on the UHD-IQA dataset
0.739
nuScenes
UniTraj (MTR)
UniTraj: A Unified Framework for Scalable Vehicle Trajectory Prediction
2024-03-22T00:00:00
https://arxiv.org/abs/2403.15098v3
[ "https://github.com/vita-epfl/unitraj" ]
In the paper 'UniTraj: A Unified Framework for Scalable Vehicle Trajectory Prediction', what MinADE_5 score did the UniTraj (MTR) model get on the nuScenes dataset
0.96
MLO-Cn2
GBRT
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the GBRT model get on the MLO-Cn2 dataset
0.212
Inverse-Text
DeepSolo (ResNet-50, TextOCR)
DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text Spotting
2023-05-31T00:00:00
https://arxiv.org/abs/2305.19957v2
[ "https://github.com/vitae-transformer/deepsolo" ]
In the paper 'DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text Spotting', what F-measure (%) - No Lexicon score did the DeepSolo (ResNet-50, TextOCR) model get on the Inverse-Text dataset
64.6
LibriTTS
PeriodWave-Turbo-L
Accelerating High-Fidelity Waveform Generation via Adversarial Flow Matching Optimization
2024-08-15T00:00:00
https://arxiv.org/abs/2408.08019v1
[ "https://github.com/sh-lee-prml/periodwave" ]
In the paper 'Accelerating High-Fidelity Waveform Generation via Adversarial Flow Matching Optimization', what PESQ score did the PeriodWave-Turbo-L model get on the LibriTTS dataset
4.454
MMBench
CuMo-7B
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts
2024-05-09T00:00:00
https://arxiv.org/abs/2405.05949v1
[ "https://github.com/shi-labs/cumo" ]
In the paper 'CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts', what GPT-3.5 score score did the CuMo-7B model get on the MMBench dataset
73.0
Places-LT
LIFT (ViT-L/14)
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-L/14) model get on the Places-LT dataset
53.7
Wisconsin
H2GCN + UniGAP
UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks
2024-07-28T00:00:00
https://arxiv.org/abs/2407.19420v1
[ "https://github.com/wangxiaotang0906/unigap" ]
In the paper 'UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks', what Accuracy score did the H2GCN + UniGAP model get on the Wisconsin dataset
87.73 ± 4.8
Training and validation dataset of capsule vision 2024 challenge.
BiomedCLIP+PubmedBERT
A Multimodal Approach For Endoscopic VCE Image Classification Using BiomedCLIP-PubMedBERT
2024-10-25T00:00:00
https://arxiv.org/abs/2410.19944v2
[ "https://github.com/Satyajithchary/MedInfoLab_Capsule_Vision_2024_Challenge" ]
In the paper 'A Multimodal Approach For Endoscopic VCE Image Classification Using BiomedCLIP-PubMedBERT', what Total Accuracy score did the BiomedCLIP+PubmedBERT model get on the Training and validation dataset of capsule vision 2024 challenge. dataset
97.75
CIFAR-10
XU-Net
Attention Masks Help Adversarial Attacks to Bypass Safety Detectors
2024-11-07T00:00:00
https://arxiv.org/abs/2411.04772v1
[ "https://github.com/FrankShi9/Attention-Mask-Attack" ]
In the paper 'Attention Masks Help Adversarial Attacks to Bypass Safety Detectors', what Robust Accuracy score did the XU-Net model get on the CIFAR-10 dataset
1%
WHOOPS!
VLIS (Lynx)
VLIS: Unimodal Language Models Guide Multimodal Language Generation
2023-10-15T00:00:00
https://arxiv.org/abs/2310.09767v2
[ "https://github.com/jiwanchung/vlis" ]
In the paper 'VLIS: Unimodal Language Models Guide Multimodal Language Generation', what Accuracy score did the VLIS (Lynx) model get on the WHOOPS! dataset
80
NYU Depth v2
DFormer-T
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 DFormer-T model get on the NYU Depth v2 dataset
51.8%
HACS
DyFADet(VideoMAEv2)
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection
2024-07-03T00:00:00
https://arxiv.org/abs/2407.03197v1
[ "https://github.com/yangle15/DyFADet-pytorch" ]
In the paper 'DyFADet: Dynamic Feature Aggregation for Temporal Action Detection', what Average-mAP score did the DyFADet(VideoMAEv2) model get on the HACS dataset
44.3
Manga109 - 4x 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 - 4x upscaling dataset
33.19
Marmoset-8K
CID-W32
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity
2023-06-13T00:00:00
https://arxiv.org/abs/2306.07879v2
[ "https://github.com/amathislab/BUCTD" ]
In the paper 'Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity', what mAP score did the CID-W32 model get on the Marmoset-8K dataset
92.5
Elliptic Dataset
GCN
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 GCN model get on the Elliptic Dataset dataset
0.5946
CROHME 2016
PosFormer
PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer
2024-07-10T00:00:00
https://arxiv.org/abs/2407.07764v1
[ "https://github.com/sjtu-deepvisionlab/posformer" ]
In the paper 'PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer', what ExpRate score did the PosFormer model get on the CROHME 2016 dataset
60.94
HME100K
PosFormer
PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer
2024-07-10T00:00:00
https://arxiv.org/abs/2407.07764v1
[ "https://github.com/sjtu-deepvisionlab/posformer" ]
In the paper 'PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer', what ExpRate score did the PosFormer model get on the HME100K dataset
69.51
InfiMM-Eval
Otter
Otter: A Multi-Modal Model with In-Context Instruction Tuning
2023-05-05T00:00:00
https://arxiv.org/abs/2305.03726v1
[ "https://github.com/luodian/otter" ]
In the paper 'Otter: A Multi-Modal Model with In-Context Instruction Tuning', what Overall score score did the Otter model get on the InfiMM-Eval dataset
22.69
SAFIM
incoder-6B
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 incoder-6B model get on the SAFIM dataset
25.16
ICDAR2015
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 ICDAR2015 dataset
93.5
spider
T5-SR
T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing
2023-06-14T00:00:00
https://arxiv.org/abs/2306.08368v1
[ "https://github.com/JuruoMP/T5-SR" ]
In the paper 'T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing', what Exact Match Accuracy (Dev) score did the T5-SR model get on the spider dataset
77.2
EPIC-KITCHENS-100
TAdaFormer-L/14
Temporally-Adaptive Models for Efficient Video Understanding
2023-08-10T00:00:00
https://arxiv.org/abs/2308.05787v1
[ "https://github.com/alibaba-mmai-research/TAdaConv" ]
In the paper 'Temporally-Adaptive Models for Efficient Video Understanding', what Action@1 score did the TAdaFormer-L/14 model get on the EPIC-KITCHENS-100 dataset
51.8
FreeSolv
SMA
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning
2024-02-22T00:00:00
https://arxiv.org/abs/2402.14789v1
[ "https://github.com/johnathan-xie/sma" ]
In the paper 'Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning', what RMSE score did the SMA model get on the FreeSolv dataset
1.09
COD
BiRefNet
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03407v6
[ "https://github.com/zhengpeng7/birefnet" ]
In the paper 'Bilateral Reference for High-Resolution Dichotomous Image Segmentation', what MAE score did the BiRefNet model get on the COD dataset
0.014
Geometry3K
GOLD
GOLD: Geometry Problem Solver with Natural Language Description
2024-05-01T00:00:00
https://arxiv.org/abs/2405.00494v1
[ "https://github.com/neurasearch/geometry-diagram-description" ]
In the paper 'GOLD: Geometry Problem Solver with Natural Language Description', what Accuracy (%) score did the GOLD model get on the Geometry3K dataset
69.1
CIFAR-100
ReviewKD++(T:WRN-40-2, S:WRN-40-1)
Improving Knowledge Distillation via Regularizing Feature Norm and Direction
2023-05-26T00:00:00
https://arxiv.org/abs/2305.17007v1
[ "https://github.com/wangyz1608/knowledge-distillation-via-nd" ]
In the paper 'Improving Knowledge Distillation via Regularizing Feature Norm and Direction', what Top-1 Accuracy (%) score did the ReviewKD++(T:WRN-40-2, S:WRN-40-1) model get on the CIFAR-100 dataset
75.66
MixSNIPS
MISCA
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention
2023-12-10T00:00:00
https://arxiv.org/abs/2312.05741v1
[ "https://github.com/vinairesearch/misca" ]
In the paper 'MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention', what Micro F1 score did the MISCA model get on the MixSNIPS dataset
95.2
RMAS
SAM2-UNet
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation
2024-08-16T00:00:00
https://arxiv.org/abs/2408.08870v1
[ "https://github.com/wzh0120/sam2-unet" ]
In the paper 'SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation', what S-measure score did the SAM2-UNet model get on the RMAS dataset
0.874
CATT
CATT ED
CATT: Character-based Arabic Tashkeel Transformer
2024-07-03T00:00:00
https://arxiv.org/abs/2407.03236v3
[ "https://github.com/abjadai/catt" ]
In the paper 'CATT: Character-based Arabic Tashkeel Transformer', what DER(%) score did the CATT ED model get on the CATT dataset
8.624
CHILI-100K
GCN
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
2024-02-20T00:00:00
https://arxiv.org/abs/2402.13221v2
[ "https://github.com/UlrikFriisJensen/CHILI" ]
In the paper 'CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning', what MSE score did the GCN model get on the CHILI-100K dataset
0.090 +/- 0.002
UCR Anomaly Archive
Matrix Profile STUMPY
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 Matrix Profile STUMPY model get on the UCR Anomaly Archive dataset
0.512
MediaSum
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 MediaSum dataset
32.36
OVIS validation
GRAtt-VIS (ResNet-50)
GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation
2023-05-26T00:00:00
https://arxiv.org/abs/2305.17096v1
[ "https://github.com/tanveer81/grattvis" ]
In the paper 'GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation', what mask AP score did the GRAtt-VIS (ResNet-50) model get on the OVIS validation dataset
36.2
Long Video Dataset
READMem-MiVOS (s=1)
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-MiVOS (s=1) model get on the Long Video Dataset dataset
83.6
CIFAR-100-LT (ρ=100)
FBL (Resnet-32)
Feature-Balanced Loss for Long-Tailed Visual Recognition
2023-05-18T00:00:00
https://arxiv.org/abs/2305.10772v1
[ "https://github.com/juyongjiang/fbl" ]
In the paper 'Feature-Balanced Loss for Long-Tailed Visual Recognition', what Error Rate score did the FBL (Resnet-32) model get on the CIFAR-100-LT (ρ=100) dataset
54.78
EuroSAT
RFS+MLP
Improving Cross-domain Few-shot Classification with Multilayer Perceptron
2023-12-15T00:00:00
https://arxiv.org/abs/2312.09589v1
[ "https://github.com/BaiShuanghao/CDFSC-MLP" ]
In the paper 'Improving Cross-domain Few-shot Classification with Multilayer Perceptron', what 5 shot score did the RFS+MLP model get on the EuroSAT dataset
78.13
VoxCeleb
ReDimNet-B1-LM-ASNorm (2.2M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B1-LM-ASNorm (2.2M) model get on the VoxCeleb dataset
0.73
Caltech-101
TURTLE (CLIP + DINOv2)
Let Go of Your Labels with Unsupervised Transfer
2024-06-11T00:00:00
https://arxiv.org/abs/2406.07236v1
[ "https://github.com/mlbio-epfl/turtle" ]
In the paper 'Let Go of Your Labels with Unsupervised Transfer', what Accuracy score did the TURTLE (CLIP + DINOv2) model get on the Caltech-101 dataset
89.8
COCO 5% 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 5% labeled data dataset
40.1
UCI GAS
PaddingFlow
PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise
2024-03-13T00:00:00
https://arxiv.org/abs/2403.08216v2
[ "https://github.com/adamqlmeng/paddingflow" ]
In the paper 'PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise', what CD score did the PaddingFlow model get on the UCI GAS dataset
0.89
ImageNet 256x256
ELM
Elucidating the design space of language models for image generation
2024-10-21T00:00:00
https://arxiv.org/abs/2410.16257v1
[ "https://github.com/Pepper-lll/LMforImageGeneration" ]
In the paper 'Elucidating the design space of language models for image generation', what FID score did the ELM model get on the ImageNet 256x256 dataset
1.54
MSU SR-QA Dataset
Q-Align (IAA)
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
2023-12-28T00:00:00
https://arxiv.org/abs/2312.17090v1
[ "https://github.com/q-future/q-align" ]
In the paper 'Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels', what SROCC score did the Q-Align (IAA) model get on the MSU SR-QA Dataset dataset
0.51521
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 gpt-score score did the VTimeLLM model get on the VideoInstruct dataset
2.78
AudioCaps
EnCLAP++-large
EnCLAP++: Analyzing the EnCLAP Framework for Optimizing Automated Audio Captioning Performance
2024-09-02T00:00:00
https://arxiv.org/abs/2409.01201v1
[ "https://github.com/jaeyeonkim99/enclap" ]
In the paper 'EnCLAP++: Analyzing the EnCLAP Framework for Optimizing Automated Audio Captioning Performance', what CIDEr score did the EnCLAP++-large model get on the AudioCaps dataset
0.823
MSVD-QA
COSA
COSA: Concatenated Sample Pretrained Vision-Language Foundation Model
2023-06-15T00:00:00
https://arxiv.org/abs/2306.09085v1
[ "https://github.com/txh-mercury/cosa" ]
In the paper 'COSA: Concatenated Sample Pretrained Vision-Language Foundation Model', what Accuracy score did the COSA model get on the MSVD-QA dataset
0.60
MM-Vet
INF-LLaVA
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model
2024-07-23T00:00:00
https://arxiv.org/abs/2407.16198v1
[ "https://github.com/weihuanglin/inf-llava" ]
In the paper 'INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model', what GPT-4 score score did the INF-LLaVA model get on the MM-Vet dataset
34.5
Pendulum-v1
TLA with Hierarchical Reward Functions
Creating Hierarchical Dispositions of Needs in an Agent
2024-11-23T00:00:00
https://arxiv.org/abs/2412.00044v1
[ "https://github.com/TofaraMoyo/Heirachical-Reward-Functions" ]
In the paper 'Creating Hierarchical Dispositions of Needs in an Agent', what Action Repetition score did the TLA with Hierarchical Reward Functions model get on the Pendulum-v1 dataset
.8073
Squirrel
JKNet + Hetero-S (8 layers)
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
2024-06-18T00:00:00
https://arxiv.org/abs/2406.12539v1
[ "https://github.com/bingreeky/heterosnoh" ]
In the paper 'The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs', what Accuracy score did the JKNet + Hetero-S (8 layers) model get on the Squirrel dataset
57.83
MBPP
GPT-3.5 Turbo (few-shot)
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
2024-01-25T00:00:00
https://arxiv.org/abs/2401.14196v2
[ "https://github.com/deepseek-ai/DeepSeek-Coder" ]
In the paper 'DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence', what Accuracy score did the GPT-3.5 Turbo (few-shot) model get on the MBPP dataset
70.8
MM-Vet
Meteor
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models
2024-05-24T00:00:00
https://arxiv.org/abs/2405.15574v4
[ "https://github.com/byungkwanlee/meteor" ]
In the paper 'Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models', what GPT-4 score score did the Meteor model get on the MM-Vet dataset
57.3
COCO val2017
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 COCO val2017 dataset
40.4
Automatic Cardiac Diagnosis Challenge (ACDC)
LHU-Net
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation
2024-04-07T00:00:00
https://arxiv.org/abs/2404.05102v2
[ "https://github.com/xmindflow/lhunet" ]
In the paper 'LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation', what Avg DSC score did the LHU-Net model get on the Automatic Cardiac Diagnosis Challenge (ACDC) dataset
92.65
ImageNet
VkD (T:RegNety 160 S:DeiT-Ti)
$V_kD:$ Improving Knowledge Distillation using Orthogonal Projections
2024-03-10T00:00:00
https://arxiv.org/abs/2403.06213v1
[ "https://github.com/roymiles/vkd" ]
In the paper '$V_kD:$ Improving Knowledge Distillation using Orthogonal Projections', what Top-1 accuracy % score did the VkD (T:RegNety 160 S:DeiT-Ti) model get on the ImageNet dataset
79.2
ActivityNet-QA
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 Accuracy score did the BT-Adapter (zero-shot) model get on the ActivityNet-QA dataset
46.1
NAS-Bench-101
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 (%) score did the DiNAS model get on the NAS-Bench-101 dataset
94.98%
DanceTrack
MOTIP (Deformable DETR, with CrowdHuman)
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 CrowdHuman) model get on the DanceTrack dataset
71.4
ogbg-molhiv
GPTrans-B
Graph Propagation Transformer for Graph Representation Learning
2023-05-19T00:00:00
https://arxiv.org/abs/2305.11424v3
[ "https://github.com/czczup/gptrans" ]
In the paper 'Graph Propagation Transformer for Graph Representation Learning', what Test ROC-AUC score did the GPTrans-B model get on the ogbg-molhiv dataset
0.8126 ± 0.0032
CAMO
ZoomNeXt-PVTv2-B4
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-B4 model get on the CAMO dataset
0.04
PRONTO
DyEdgeGAT
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems
2023-07-07T00:00:00
https://arxiv.org/abs/2307.03761v3
[ "https://github.com/mengjiezhao/dyedgegat" ]
In the paper 'DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems', what AUC score did the DyEdgeGAT model get on the PRONTO dataset
0.8
RefCOCO+ val
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+ val dataset
67.54
GSM8K
MetaMath-Mistral-7B
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
2023-09-21T00:00:00
https://arxiv.org/abs/2309.12284v4
[ "https://github.com/meta-math/MetaMath" ]
In the paper 'MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models', what Accuracy score did the MetaMath-Mistral-7B model get on the GSM8K dataset
77.7
Abt-Buy
gpt-4o-mini-2024-07-18
Fine-tuning Large Language Models for Entity Matching
2024-09-12T00:00:00
https://arxiv.org/abs/2409.08185v1
[ "https://github.com/wbsg-uni-mannheim/tailormatch" ]
In the paper 'Fine-tuning Large Language Models for Entity Matching', what F1 (%) score did the gpt-4o-mini-2024-07-18 model get on the Abt-Buy dataset
87.68
Action-Camera Parking
VGG-19
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 VGG-19 model get on the Action-Camera Parking dataset
0.9152
iMiGUE
Joint Skeletal and Semantic Embedding Loss for Micro-gesture Classification
2023-07-20T00:00:00
https://arxiv.org/abs/2307.10624v1
[ "https://github.com/VUT-HFUT/MiGA2023_Track1" ]
In the paper 'Joint Skeletal and Semantic Embedding Loss for Micro-gesture Classification', what Top 1 Accuracy score did the model get on the iMiGUE dataset
64.12
Animal Kingdom
MSQNet
Actor-agnostic Multi-label Action Recognition with Multi-modal Query
2023-07-20T00:00:00
https://arxiv.org/abs/2307.10763v3
[ "https://github.com/mondalanindya/msqnet" ]
In the paper 'Actor-agnostic Multi-label Action Recognition with Multi-modal Query', what mAP score did the MSQNet model get on the Animal Kingdom dataset
73.1
MSVD-Indonesian
VNS-GRU (Cross-Lingual)
MSVD-Indonesian: A Benchmark for Multimodal Video-Text Tasks in Indonesian
2023-06-20T00:00:00
https://arxiv.org/abs/2306.11341v1
[ "https://github.com/willyfh/msvd-indonesian" ]
In the paper 'MSVD-Indonesian: A Benchmark for Multimodal Video-Text Tasks in Indonesian', what BLEU-4 score did the VNS-GRU (Cross-Lingual) model get on the MSVD-Indonesian dataset
58.68
UrduDoc
EAST [75]
UTRNet: High-Resolution Urdu Text Recognition In Printed Documents
2023-06-27T00:00:00
https://arxiv.org/abs/2306.15782v3
[ "https://github.com/abdur75648/UTRNet-High-Resolution-Urdu-Text-Recognition" ]
In the paper 'UTRNet: High-Resolution Urdu Text Recognition In Printed Documents', what Precision score did the EAST [75] model get on the UrduDoc dataset
71.48
TerraIncognita
QT-DoG (ResNet-50)
QT-DoG: Quantization-aware Training for Domain Generalization
2024-10-08T00:00:00
https://arxiv.org/abs/2410.06020v1
[ "https://github.com/saqibjaved1/QT-DoG" ]
In the paper 'QT-DoG: Quantization-aware Training for Domain Generalization', what Average Accuracy score did the QT-DoG (ResNet-50) model get on the TerraIncognita dataset
50.8
SID SonyA7S2 x250
LED
Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model
2023-08-07T00:00:00
https://arxiv.org/abs/2308.03448v2
[ "https://github.com/srameo/led" ]
In the paper 'Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model', what PSNR (Raw) score did the LED model get on the SID SonyA7S2 x250 dataset
39.34
DTD
Linear FT(ViT-L/14)
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12827v3
[ "https://github.com/gortizji/tangent_task_arithmetic" ]
In the paper 'Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models', what Accuracy score did the Linear FT(ViT-L/14) model get on the DTD dataset
90.0
N-UCLA
DVANet
DVANet: Disentangling View and Action Features for Multi-View Action Recognition
2023-12-10T00:00:00
https://arxiv.org/abs/2312.05719v1
[ "https://github.com/NyleSiddiqui/MultiView_Actions" ]
In the paper 'DVANet: Disentangling View and Action Features for Multi-View Action Recognition', what Accuracy (Cross-Subject) score did the DVANet model get on the N-UCLA dataset
94.4
ColonINST-v1 (Unseen)
ColonGPT (w/ LoRA, w/o extra data)
Frontiers in Intelligent Colonoscopy
2024-10-22T00:00:00
https://arxiv.org/abs/2410.17241v1
[ "https://github.com/ai4colonoscopy/intelliscope" ]
In the paper 'Frontiers in Intelligent Colonoscopy', what Accuray score did the ColonGPT (w/ LoRA, w/o extra data) model get on the ColonINST-v1 (Unseen) dataset
85.81
HumanML3D
MLP+GRU
Motion2Language, unsupervised learning of synchronized semantic motion segmentation
2023-10-16T00:00:00
https://arxiv.org/abs/2310.10594v2
[ "https://github.com/rd20karim/M2T-Segmentation" ]
In the paper 'Motion2Language, unsupervised learning of synchronized semantic motion segmentation', what BLEU-4 score did the MLP+GRU model get on the HumanML3D dataset
23.4
CIFAR-100-LT (ρ=10)
LIFT (ViT-B/16, CLIP)
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 Error Rate score did the LIFT (ViT-B/16, CLIP) model get on the CIFAR-100-LT (ρ=10) dataset
15.1
GeoQA
GOLD
GOLD: Geometry Problem Solver with Natural Language Description
2024-05-01T00:00:00
https://arxiv.org/abs/2405.00494v1
[ "https://github.com/neurasearch/geometry-diagram-description" ]
In the paper 'GOLD: Geometry Problem Solver with Natural Language Description', what Accuracy (%) score did the GOLD model get on the GeoQA dataset
75.2
DRIVE
MERIT-GCASCADE
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
2023-10-24T00:00:00
https://arxiv.org/abs/2310.16175v1
[ "https://github.com/SLDGroup/G-CASCADE" ]
In the paper 'G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation', what F1 score score did the MERIT-GCASCADE model get on the DRIVE dataset
0.8290
METR-LA
TITAN
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction
2024-09-26T00:00:00
https://arxiv.org/abs/2409.17440v1
[ "https://github.com/sqlcow/TITAN" ]
In the paper 'A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction', what MAE @ 12 step score did the TITAN model get on the METR-LA dataset
3.08