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Cityscapes test
VLTSeg
Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning
2023-12-04T00:00:00
https://arxiv.org/abs/2312.02021v4
[ "https://github.com/VLTSeg/VLTSeg" ]
In the paper 'Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning', what Mean IoU (class) score did the VLTSeg model get on the Cityscapes test dataset
86.4
DTU
GC-MVSNet
GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo
2023-10-30T00:00:00
https://arxiv.org/abs/2310.19583v3
[ "https://github.com/vkvats/GC-MVSNet" ]
In the paper 'GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo', what Acc score did the GC-MVSNet model get on the DTU dataset
0.330
ImageNet - 1% labeled data
CoMatch + EPASS (ResNet-50)
Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector
2023-10-24T00:00:00
https://arxiv.org/abs/2310.15764v1
[ "https://github.com/beandkay/epass" ]
In the paper 'Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector', what Top 5 Accuracy score did the CoMatch + EPASS (ResNet-50) model get on the ImageNet - 1% labeled data dataset
87.3
Synapse multi-organ CT
AgileFormer
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation
2024-03-29T00:00:00
https://arxiv.org/abs/2404.00122v2
[ "https://github.com/sotiraslab/AgileFormer" ]
In the paper 'AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation', what Avg DSC score did the AgileFormer model get on the Synapse multi-organ CT dataset
86.11
STS15
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 STS15 dataset
0.8951
PASCAL VOC 2012 val
TADP
Text-image Alignment for Diffusion-based Perception
2023-09-29T00:00:00
https://arxiv.org/abs/2310.00031v3
[ "https://github.com/damaggu/tadp" ]
In the paper 'Text-image Alignment for Diffusion-based Perception', what mIoU score did the TADP model get on the PASCAL VOC 2012 val dataset
87.11%
NYU Depth v2
SMMCL (SegNeXt-B)
Understanding Dark Scenes by Contrasting Multi-Modal Observations
2023-08-23T00:00:00
https://arxiv.org/abs/2308.12320v2
[ "https://github.com/palmdong/smmcl" ]
In the paper 'Understanding Dark Scenes by Contrasting Multi-Modal Observations', what Mean IoU score did the SMMCL (SegNeXt-B) model get on the NYU Depth v2 dataset
55.8%
Atari 2600 Ms. Pacman
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 Ms. Pacman dataset
4416
STAR Benchmark
AnyMAL-70B (0-shot)
AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model
2023-09-27T00:00:00
https://arxiv.org/abs/2309.16058v1
[ "https://github.com/nokia-bell-labs/papagei-foundation-model" ]
In the paper 'AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model', what Average Accuracy score did the AnyMAL-70B (0-shot) model get on the STAR Benchmark dataset
48.2
BDD100K val
MRFP+(Ours) Resnet50
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation
2023-11-30T00:00:00
https://arxiv.org/abs/2311.18331v2
[ "https://github.com/airl-iisc/MRFP" ]
In the paper 'MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation', what mIoU score did the MRFP+(Ours) Resnet50 model get on the BDD100K val dataset
39.55
Chameleon
FaberNet
HoloNets: Spectral Convolutions do extend to Directed Graphs
2023-10-03T00:00:00
https://arxiv.org/abs/2310.02232v2
[ "https://github.com/ChristianKoke/HoloNets" ]
In the paper 'HoloNets: Spectral Convolutions do extend to Directed Graphs', what Accuracy score did the FaberNet model get on the Chameleon dataset
80.33±1.19
Atari 2600 Tutankham
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 Tutankham dataset
252.9
X-Sum
Selfmem
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory
2023-05-03T00:00:00
https://arxiv.org/abs/2305.02437v3
[ "https://github.com/hannibal046/selfmemory" ]
In the paper 'Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory', what ROUGE-1 score did the Selfmem model get on the X-Sum dataset
50.30
Automatic Cardiac Diagnosis Challenge (ACDC)
SegFormer3D
SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation
2024-04-15T00:00:00
https://arxiv.org/abs/2404.10156v2
[ "https://github.com/osupcvlab/segformer3d" ]
In the paper 'SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation', what Avg DSC score did the SegFormer3D model get on the Automatic Cardiac Diagnosis Challenge (ACDC) dataset
90.96
SMAC 6h_vs_8z
DPLEX
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning
2023-06-04T00:00:00
https://arxiv.org/abs/2306.02430v1
[ "https://github.com/j3soon/dfac-extended" ]
In the paper 'A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning', what Median Win Rate score did the DPLEX model get on the SMAC 6h_vs_8z dataset
43.75
CC3M-TagMask
TTD (w/ fine-tuning)
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 F1 score did the TTD (w/ fine-tuning) model get on the CC3M-TagMask dataset
82.8
PascalVOC-SP
NeuralWalker
Learning Long Range Dependencies on Graphs via Random Walks
2024-06-05T00:00:00
https://arxiv.org/abs/2406.03386v2
[ "https://github.com/borgwardtlab/neuralwalker" ]
In the paper 'Learning Long Range Dependencies on Graphs via Random Walks', what macro F1 score did the NeuralWalker model get on the PascalVOC-SP dataset
0.4912 ± 0.0042
BanglaBook
Bangla-BERT (large)
BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews
2023-05-11T00:00:00
https://arxiv.org/abs/2305.06595v3
[ "https://github.com/mohsinulkabir14/banglabook" ]
In the paper 'BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews', what Weighted Average F1-score score did the Bangla-BERT (large) model get on the BanglaBook dataset
0.9331
NExT-QA
SeViLA
Self-Chained Image-Language Model for Video Localization and Question Answering
2023-05-11T00:00:00
https://arxiv.org/abs/2305.06988v2
[ "https://github.com/yui010206/sevila" ]
In the paper 'Self-Chained Image-Language Model for Video Localization and Question Answering', what Accuracy score did the SeViLA model get on the NExT-QA dataset
73.8
ETTh1 (192) 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 (192) Multivariate dataset
0.397
RefCOCO testA
EVF-SAM
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model
2024-06-28T00:00:00
https://arxiv.org/abs/2406.20076v4
[ "https://github.com/hustvl/evf-sam" ]
In the paper 'EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model', what Overall IoU score did the EVF-SAM model get on the RefCOCO testA dataset
83.7
MedQA
LLAMA-2 (70B)
MEDITRON-70B: Scaling Medical Pretraining for Large Language Models
2023-11-27T00:00:00
https://arxiv.org/abs/2311.16079v1
[ "https://github.com/epfllm/meditron" ]
In the paper 'MEDITRON-70B: Scaling Medical Pretraining for Large Language Models', what Accuracy score did the LLAMA-2 (70B) model get on the MedQA dataset
59.2
Shot2Story20K
Shotluck-Holmes (3.1B)
Shotluck Holmes: A Family of Efficient Small-Scale Large Language Vision Models For Video Captioning and Summarization
2024-05-31T00:00:00
https://arxiv.org/abs/2405.20648v2
[ "https://github.com/Skyline-9/Shotluck-Holmes" ]
In the paper 'Shotluck Holmes: A Family of Efficient Small-Scale Large Language Vision Models For Video Captioning and Summarization', what CIDEr score did the Shotluck-Holmes (3.1B) model get on the Shot2Story20K dataset
63.2
COCO-20i (5-shot)
SCCAN (ResNet-101)
Self-Calibrated Cross Attention Network for Few-Shot Segmentation
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09294v1
[ "https://github.com/sam1224/sccan" ]
In the paper 'Self-Calibrated Cross Attention Network for Few-Shot Segmentation', what Mean IoU score did the SCCAN (ResNet-101) model get on the COCO-20i (5-shot) dataset
57
TerraIncognita
EOQ (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 EOQ (ResNet-50) model get on the TerraIncognita dataset
53.2
MSVD
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 CIDEr score did the COSA model get on the MSVD dataset
178.5
BoolQ
Gemma-7B
Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles
2024-06-18T00:00:00
https://arxiv.org/abs/2406.12644v4
[ "https://github.com/devichand579/HPT" ]
In the paper 'Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles', what Accuracy score did the Gemma-7B model get on the BoolQ dataset
99.419
CIFAR-100
ReviewKD++(T:resnet-32x4, S:shufflenet-v2)
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:resnet-32x4, S:shufflenet-v2) model get on the CIFAR-100 dataset
77.93
USNA-Cn2 (long-term)
Persistence
Effective Benchmarks for Optical Turbulence Modeling
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03573v1
[ "https://github.com/cdjellen/otbench" ]
In the paper 'Effective Benchmarks for Optical Turbulence Modeling', what RMSE score did the Persistence model get on the USNA-Cn2 (long-term) dataset
1.208
UHRSD
BiRefNet (DUTS, HRSOD, UHRSD)
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03407v6
[ "https://github.com/zhengpeng7/birefnet" ]
In the paper 'Bilateral Reference for High-Resolution Dichotomous Image Segmentation', what S-Measure score did the BiRefNet (DUTS, HRSOD, UHRSD) model get on the UHRSD dataset
0.957
STS Benchmark
PromptEOL+CSE+LLaMA-30B
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+LLaMA-30B model get on the STS Benchmark dataset
0.8914
Market-1501
PLIP-RN50-ABDNet
PLIP: Language-Image Pre-training for Person Representation Learning
2023-05-15T00:00:00
https://arxiv.org/abs/2305.08386v2
[ "https://github.com/zplusdragon/plip" ]
In the paper 'PLIP: Language-Image Pre-training for Person Representation Learning', what mAP score did the PLIP-RN50-ABDNet model get on the Market-1501 dataset
91.2
ETTh1 (336) Multivariate
UniTS-ST
UniTS: A Unified Multi-Task Time Series Model
2024-02-29T00:00:00
https://arxiv.org/abs/2403.00131v3
[ "https://github.com/mims-harvard/UniTS" ]
In the paper 'UniTS: A Unified Multi-Task Time Series Model', what MSE score did the UniTS-ST model get on the ETTh1 (336) Multivariate dataset
0.405
NQ (BEIR)
Blended RAG
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers
2024-03-22T00:00:00
https://arxiv.org/abs/2404.07220v2
[ "https://github.com/ibm-ecosystem-engineering/blended-rag" ]
In the paper 'Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers', what nDCG@10 score did the Blended RAG model get on the NQ (BEIR) dataset
0.67
FMB Dataset
StitchFusion+FFMs (RGB-Infrared)
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
2024-08-02T00:00:00
https://arxiv.org/abs/2408.01343v1
[ "https://github.com/libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation" ]
In the paper 'StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation', what mIoU score did the StitchFusion+FFMs (RGB-Infrared) model get on the FMB Dataset dataset
64.32
PubMed with Public Split: fixed 20 nodes per class
Graph-MLP
Graph Entropy Minimization for Semi-supervised Node Classification
2023-05-31T00:00:00
https://arxiv.org/abs/2305.19502v1
[ "https://github.com/cf020031308/gem" ]
In the paper 'Graph Entropy Minimization for Semi-supervised Node Classification', what Accuracy score did the Graph-MLP model get on the PubMed with Public Split: fixed 20 nodes per class dataset
79.91
ASQP
MvP
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 MvP model get on the ASQP dataset
51.04
RSTPReid
RDE
Noisy-Correspondence Learning for Text-to-Image Person Re-identification
2023-08-19T00:00:00
https://arxiv.org/abs/2308.09911v3
[ "https://github.com/QinYang79/RDE" ]
In the paper 'Noisy-Correspondence Learning for Text-to-Image Person Re-identification', what Rank 1 score did the RDE model get on the RSTPReid dataset
64.45
GRAZPEDWRI-DX
YOLOv8+ECA
YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection
2024-02-14T00:00:00
https://arxiv.org/abs/2402.09329v5
[ "https://github.com/ruiyangju/fracture_detection_improved_yolov8" ]
In the paper 'YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection', what mAP score did the YOLOv8+ECA model get on the GRAZPEDWRI-DX dataset
64.2
TerraIncognita
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 TerraIncognita dataset
51.1
DSIFN-CD
CDMaskFormer
Rethinking Remote Sensing Change Detection With A Mask View
2024-06-21T00:00:00
https://arxiv.org/abs/2406.15320v1
[ "https://github.com/xwmaxwma/rschange" ]
In the paper 'Rethinking Remote Sensing Change Detection With A Mask View', what F1 score did the CDMaskFormer model get on the DSIFN-CD dataset
74.75
MORPH Album2 (SE)
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 MORPH Album2 (SE) dataset
2.82
CIFAR-100-LT (ρ=100)
SURE(ResNet-32)
SURE: SUrvey REcipes for building reliable and robust deep networks
2024-03-01T00:00:00
https://arxiv.org/abs/2403.00543v1
[ "https://github.com/YutingLi0606/SURE" ]
In the paper 'SURE: SUrvey REcipes for building reliable and robust deep networks', what Error Rate score did the SURE(ResNet-32) model get on the CIFAR-100-LT (ρ=100) dataset
43.66
DeLiVER
StitchFusion (RGB-LiDAR)
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
2024-08-02T00:00:00
https://arxiv.org/abs/2408.01343v1
[ "https://github.com/libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation" ]
In the paper 'StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation', what mIoU score did the StitchFusion (RGB-LiDAR) model get on the DeLiVER dataset
58.03
SNU-FILM (extreme)
VFIMamba
VFIMamba: Video Frame Interpolation with State Space Models
2024-07-02T00:00:00
https://arxiv.org/abs/2407.02315v2
[ "https://github.com/mcg-nju/vfimamba" ]
In the paper 'VFIMamba: Video Frame Interpolation with State Space Models', what PSNR score did the VFIMamba model get on the SNU-FILM (extreme) dataset
25.79
NExT-QA
CREMA
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion
2024-02-08T00:00:00
https://arxiv.org/abs/2402.05889v3
[ "https://github.com/Yui010206/CREMA" ]
In the paper 'CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion', what Accuracy score did the CREMA model get on the NExT-QA dataset
73.9
ImageNet
DAT-B++ (384x384)
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention
2023-09-04T00:00:00
https://arxiv.org/abs/2309.01430v1
[ "https://github.com/leaplabthu/dat" ]
In the paper 'DAT++: Spatially Dynamic Vision Transformer with Deformable Attention', what Top 1 Accuracy score did the DAT-B++ (384x384) model get on the ImageNet dataset
85.9%
COCO-Stuff-171
CAUSE-TR (ViT-S/8)
Causal Unsupervised Semantic Segmentation
2023-10-11T00:00:00
https://arxiv.org/abs/2310.07379v1
[ "https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation" ]
In the paper 'Causal Unsupervised Semantic Segmentation', what mIoU score did the CAUSE-TR (ViT-S/8) model get on the COCO-Stuff-171 dataset
15.2
EQ-Bench
Open-Orca/Mistral-7B-OpenOrca
EQ-Bench: An Emotional Intelligence Benchmark for Large Language Models
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06281v2
[ "https://github.com/eq-bench/eq-bench" ]
In the paper 'EQ-Bench: An Emotional Intelligence Benchmark for Large Language Models', what EQ-Bench Score score did the Open-Orca/Mistral-7B-OpenOrca model get on the EQ-Bench dataset
44.40
THUMOS14
P-MIL
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization
2023-05-29T00:00:00
https://arxiv.org/abs/2305.17861v1
[ "https://github.com/RenHuan1999/CVPR2023_P-MIL" ]
In the paper 'Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization', what avg-mAP (0.1-0.5) score did the P-MIL model get on the THUMOS14 dataset
57.4
ImageNet-A
FAN-L-Hybrid+STL
Fully Attentional Networks with Self-emerging Token Labeling
2024-01-08T00:00:00
https://arxiv.org/abs/2401.03844v1
[ "https://github.com/NVlabs/STL" ]
In the paper 'Fully Attentional Networks with Self-emerging Token Labeling', what Top-1 accuracy % score did the FAN-L-Hybrid+STL model get on the ImageNet-A dataset
46.1
PubMedQA
BioMedGPT-10B
BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09442v2
[ "https://github.com/pharmolix/openbiomed" ]
In the paper 'BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine', what Accuracy score did the BioMedGPT-10B model get on the PubMedQA dataset
76.1
Citeseer
CDNMF
Contrastive Deep Nonnegative Matrix Factorization for Community Detection
2023-11-04T00:00:00
https://arxiv.org/abs/2311.02357v2
[ "https://github.com/6lyc/cdnmf" ]
In the paper 'Contrastive Deep Nonnegative Matrix Factorization for Community Detection', what ACC score did the CDNMF model get on the Citeseer dataset
0.4756
Pascal VOC to Clipart1K
MILA
MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection
2023-11-20T00:00:00
https://arxiv.org/abs/2309.01086v1
[ "https://github.com/hitachi-rd-cv/MILA" ]
In the paper 'MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection', what mAP score did the MILA model get on the Pascal VOC to Clipart1K dataset
49.9
TerraIncognita
MoA (OpenCLIP, ViT-B/16)
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters
2023-10-17T00:00:00
https://arxiv.org/abs/2310.11031v2
[ "https://github.com/KU-CVLAB/MoA" ]
In the paper 'Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters', what Average Accuracy score did the MoA (OpenCLIP, ViT-B/16) model get on the TerraIncognita dataset
52.8
ImageNet
ZLaP
Label Propagation for Zero-shot Classification with Vision-Language Models
2024-04-05T00:00:00
https://arxiv.org/abs/2404.04072v1
[ "https://github.com/vladan-stojnic/zlap" ]
In the paper 'Label Propagation for Zero-shot Classification with Vision-Language Models', what Top 1 Accuracy score did the ZLaP model get on the ImageNet dataset
72.1
RefCOCO+ test B
MagNet
Mask Grounding for Referring Image Segmentation
2023-12-19T00:00:00
https://arxiv.org/abs/2312.12198v2
[ "https://github.com/yxchng/mask-grounding" ]
In the paper 'Mask Grounding for Referring Image Segmentation', what Overall IoU score did the MagNet model get on the RefCOCO+ test B dataset
58.14
OVIS validation
DVIS++(R50, Online)
DVIS++: Improved Decoupled Framework for Universal Video Segmentation
2023-12-20T00:00:00
https://arxiv.org/abs/2312.13305v1
[ "https://github.com/zhang-tao-whu/DVIS_Plus" ]
In the paper 'DVIS++: Improved Decoupled Framework for Universal Video Segmentation', what mask AP score did the DVIS++(R50, Online) model get on the OVIS validation dataset
37.2
Saarbruecken Voice Database (females)
SVM
Reproducible Machine Learning-based Voice Pathology Detection: Introducing the Pitch Difference Feature
2024-10-14T00:00:00
https://arxiv.org/abs/2410.10537v1
[ "https://github.com/aailab-uct/automated-robust-and-reproducible-voice-pathology-detection" ]
In the paper 'Reproducible Machine Learning-based Voice Pathology Detection: Introducing the Pitch Difference Feature', what UAR score did the SVM model get on the Saarbruecken Voice Database (females) dataset
85.44%
FRMT (Chinese - Mainland)
PaLM 2
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 PaLM 2 model get on the FRMT (Chinese - Mainland) dataset
74.4
Office-Home
RCL
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning
2024-05-28T00:00:00
https://arxiv.org/abs/2405.18376v1
[ "https://github.com/Dong-Jie-Chen/RCL" ]
In the paper 'Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning', what Accuracy score did the RCL model get on the Office-Home dataset
90.0
NeedForSpeed
SAMURAI-L
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory
2024-11-18T00:00:00
https://arxiv.org/abs/2411.11922v2
[ "https://github.com/yangchris11/samurai" ]
In the paper 'SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory', what AUC score did the SAMURAI-L model get on the NeedForSpeed dataset
0.692
Social media attributions of YouTube comments
BERT-base
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 BERT-base model get on the Social media attributions of YouTube comments dataset
0.8220
CIFAR-10
GAC-SNN
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks
2023-08-12T00:00:00
https://arxiv.org/abs/2308.06582v2
[ "https://github.com/bollossom/GAC" ]
In the paper 'Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks', what Percentage correct score did the GAC-SNN model get on the CIFAR-10 dataset
96.46
Bongard-OpenWorld
Otter
Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World
2023-10-16T00:00:00
https://arxiv.org/abs/2310.10207v5
[ "https://github.com/joyjayng/Bongard-OpenWorld" ]
In the paper 'Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World', what 2-Class Accuracy score did the Otter model get on the Bongard-OpenWorld dataset
49.3
MedQA
Med-PaLM 2 (CoT + SC)
Towards Expert-Level Medical Question Answering with Large Language Models
2023-05-16T00:00:00
https://arxiv.org/abs/2305.09617v1
[ "https://github.com/m42-health/med42" ]
In the paper 'Towards Expert-Level Medical Question Answering with Large Language Models', what Accuracy score did the Med-PaLM 2 (CoT + SC) model get on the MedQA dataset
83.7
MM-Vet
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-4 score score did the CuMo-7B model get on the MM-Vet dataset
51.0
CFC-DAOD
ALDI++ (ResNet50-FPN)
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
2024-03-18T00:00:00
https://arxiv.org/abs/2403.12029v2
[ "https://github.com/justinkay/aldi" ]
In the paper 'Align and Distill: Unifying and Improving Domain Adaptive Object Detection', what AP@0.5 score did the ALDI++ (ResNet50-FPN) model get on the CFC-DAOD dataset
76.1
ETTh2 (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 ETTh2 (96) Multivariate dataset
0.276
Cityscapes to Foggy Cityscapes
CDDMSL
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment
2023-09-24T00:00:00
https://arxiv.org/abs/2309.13525v1
[ "https://github.com/sinamalakouti/CDDMSL" ]
In the paper 'Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment', what mAP score did the CDDMSL model get on the Cityscapes to Foggy Cityscapes dataset
54.3
HIDE (trained on GOPRO)
DeblurDiNAT-L
DeblurDiNAT: A Generalizable Transformer for Perceptual Image Deblurring
2024-03-19T00:00:00
https://arxiv.org/abs/2403.13163v4
[ "https://github.com/hanzhouliu/deblurdinat" ]
In the paper 'DeblurDiNAT: A Generalizable Transformer for Perceptual Image Deblurring', what PSNR (sRGB) score did the DeblurDiNAT-L model get on the HIDE (trained on GOPRO) dataset
31.47
GRAZPEDWRI-DX
YOLOv8+GAM
YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection
2024-02-14T00:00:00
https://arxiv.org/abs/2402.09329v5
[ "https://github.com/ruiyangju/fracture_detection_improved_yolov8" ]
In the paper 'YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection', what mAP score did the YOLOv8+GAM model get on the GRAZPEDWRI-DX dataset
64.2
MM-Vet
ShareGPT4V-13B
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions
2023-11-21T00:00:00
https://arxiv.org/abs/2311.12793v2
[ "https://github.com/InternLM/InternLM-XComposer/tree/main/projects/ShareGPT4V" ]
In the paper 'ShareGPT4V: Improving Large Multi-Modal Models with Better Captions', what GPT-4 score score did the ShareGPT4V-13B model get on the MM-Vet dataset
43.1
CrowdPose
BUCTD-W48 (w/cond. input from PETR)
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 AP score did the BUCTD-W48 (w/cond. input from PETR) model get on the CrowdPose dataset
76.7
MNIST
GECCO
A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification
2024-02-01T00:00:00
https://arxiv.org/abs/2402.00564v6
[ "https://github.com/geccoproject/gecco" ]
In the paper 'A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification', what Percentage error score did the GECCO model get on the MNIST dataset
1.96
WaterScenes
Achelous-MV-GDF-S2
Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar
2023-07-14T00:00:00
https://arxiv.org/abs/2307.07102v1
[ "https://github.com/GuanRunwei/Achelous" ]
In the paper 'Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar', what mAP@50-95 score did the Achelous-MV-GDF-S2 model get on the WaterScenes dataset
56.0
WDC-PAVE
GPT-3.5_10_example_values_&_10_demonstrations
Using LLMs for the Extraction and Normalization of Product Attribute Values
2024-03-04T00:00:00
https://arxiv.org/abs/2403.02130v4
[ "https://github.com/wbsg-uni-mannheim/wdc-pave" ]
In the paper 'Using LLMs for the Extraction and Normalization of Product Attribute Values', what F1-Score score did the GPT-3.5_10_example_values_&_10_demonstrations model get on the WDC-PAVE dataset
88.02
ELD SonyA7S2 x200
ExposureDiffusion (UNet+ELD)
ExposureDiffusion: Learning to Expose for Low-light Image Enhancement
2023-07-15T00:00:00
https://arxiv.org/abs/2307.07710v2
[ "https://github.com/wyf0912/ExposureDiffusion" ]
In the paper 'ExposureDiffusion: Learning to Expose for Low-light Image Enhancement', what PSNR (Raw) score did the ExposureDiffusion (UNet+ELD) model get on the ELD SonyA7S2 x200 dataset
40.39
Re-TACRED
LLM-QA4RE (XXLarge)
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors
2023-05-18T00:00:00
https://arxiv.org/abs/2305.11159v1
[ "https://github.com/osu-nlp-group/qa4re" ]
In the paper 'Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors', what F1 score did the LLM-QA4RE (XXLarge) model get on the Re-TACRED dataset
66.5
CNRPark+EXT
CarNet
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 CarNet model get on the CNRPark+EXT dataset
0.9332
LVIS v1.0 val
RichSem (Focal-H + ImageNet as weakly-supervised extra data)
Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
2023-10-18T00:00:00
https://arxiv.org/abs/2310.12152v1
[ "https://github.com/MengLcool/RichSem" ]
In the paper 'Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection', what box AP score did the RichSem (Focal-H + ImageNet as weakly-supervised extra data) model get on the LVIS v1.0 val dataset
61.2
MNIST
NeuralWalker
Learning Long Range Dependencies on Graphs via Random Walks
2024-06-05T00:00:00
https://arxiv.org/abs/2406.03386v2
[ "https://github.com/borgwardtlab/neuralwalker" ]
In the paper 'Learning Long Range Dependencies on Graphs via Random Walks', what Accuracy score did the NeuralWalker model get on the MNIST dataset
98.760 ± 0.079
GraspNet-1Billion
HGGD
Efficient Heatmap-Guided 6-Dof Grasp Detection in Cluttered Scenes
2024-03-27T00:00:00
https://arxiv.org/abs/2403.18546v2
[ "https://github.com/THU-VCLab/HGGD" ]
In the paper 'Efficient Heatmap-Guided 6-Dof Grasp Detection in Cluttered Scenes', what AP_similar score did the HGGD model get on the GraspNet-1Billion dataset
51.20
ETTh1 (336) Multivariate
UniTime
UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting
2023-10-15T00:00:00
https://arxiv.org/abs/2310.09751v3
[ "https://github.com/liuxu77/unitime" ]
In the paper 'UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting', what MSE score did the UniTime model get on the ETTh1 (336) Multivariate dataset
0.398
ETTh1 (720) Multivariate
MoLE-RLinear
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06786v3
[ "https://github.com/rogerni/mole" ]
In the paper 'Mixture-of-Linear-Experts for Long-term Time Series Forecasting', what MSE score did the MoLE-RLinear model get on the ETTh1 (720) Multivariate dataset
0.449
UMVM-dbp-ja-en
UMAEA (w/o surf)
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
2023-07-30T00:00:00
https://arxiv.org/abs/2307.16210v2
[ "https://github.com/zjukg/umaea" ]
In the paper 'Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment', what Hits@1 score did the UMAEA (w/o surf) model get on the UMVM-dbp-ja-en dataset
0.857
ETTm2 (96) Multivariate
MoLE-DLinear
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06786v3
[ "https://github.com/rogerni/mole" ]
In the paper 'Mixture-of-Linear-Experts for Long-term Time Series Forecasting', what MSE score did the MoLE-DLinear model get on the ETTm2 (96) Multivariate dataset
0.168
Argoverse2
LION
LION: Linear Group RNN for 3D Object Detection in Point Clouds
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18232v1
[ "https://github.com/happinesslz/LION" ]
In the paper 'LION: Linear Group RNN for 3D Object Detection in Point Clouds', what mAP score did the LION model get on the Argoverse2 dataset
41.5
ULS labeled data
SOUL
Semantic segmentation of sparse irregular point clouds for leaf/wood discrimination
2023-05-26T00:00:00
https://arxiv.org/abs/2305.16963v3
[ "https://github.com/na1an/phd_mission" ]
In the paper 'Semantic segmentation of sparse irregular point clouds for leaf/wood discrimination', what G-mean score did the SOUL model get on the ULS labeled data dataset
0.744
ScanObjectNN
PointMLP+TAP
Take-A-Photo: 3D-to-2D Generative Pre-training of Point Cloud Models
2023-07-27T00:00:00
https://arxiv.org/abs/2307.14971v2
[ "https://github.com/wangzy22/tap" ]
In the paper 'Take-A-Photo: 3D-to-2D Generative Pre-training of Point Cloud Models', what Overall Accuracy score did the PointMLP+TAP model get on the ScanObjectNN dataset
88.5
LDC2020T02
LeakDistill
Incorporating Graph Information in Transformer-based AMR Parsing
2023-06-23T00:00:00
https://arxiv.org/abs/2306.13467v1
[ "https://github.com/sapienzanlp/leakdistill" ]
In the paper 'Incorporating Graph Information in Transformer-based AMR Parsing', what Smatch score did the LeakDistill model get on the LDC2020T02 dataset
84.6
SFCHD
VFNet+SCALE
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
2023-06-03T00:00:00
https://arxiv.org/abs/2306.02098v2
[ "https://github.com/lijfrank-open/SFCHD-SCALE" ]
In the paper 'Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method', what mAP@0.50 score did the VFNet+SCALE model get on the SFCHD dataset
76.6
EconLogicQA
Zephyr-7B-Beta
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 Zephyr-7B-Beta model get on the EconLogicQA dataset
0.1769
ClinTox
GIT-Mol(G+S)
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text
2023-08-14T00:00:00
https://arxiv.org/abs/2308.06911v3
[ "https://github.com/ai-hpc-research-team/git-mol" ]
In the paper 'GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text', what AUC score did the GIT-Mol(G+S) model get on the ClinTox dataset
0.883
3DPW
HMR 2.0
Humans in 4D: Reconstructing and Tracking Humans with Transformers
2023-05-31T00:00:00
https://arxiv.org/abs/2305.20091v3
[ "https://github.com/shubham-goel/4D-Humans" ]
In the paper 'Humans in 4D: Reconstructing and Tracking Humans with Transformers', what PA-MPJPE score did the HMR 2.0 model get on the 3DPW dataset
44.4
Amazon Beauty
CARCA-Rotatory
Positional encoding is not the same as context: A study on positional encoding for Sequential recommendation
2024-05-16T00:00:00
https://arxiv.org/abs/2405.10436v1
[ "https://github.com/researcher1741/position_encoding_srs" ]
In the paper 'Positional encoding is not the same as context: A study on positional encoding for Sequential recommendation', what Hit@10 score did the CARCA-Rotatory model get on the Amazon Beauty dataset
0.6187
CHAMELEON
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 S-measure score did the ZoomNeXt-PVTv2-B5 model get on the CHAMELEON dataset
0.924
KIT Motion-Language
EMDM
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation
2023-12-04T00:00:00
https://arxiv.org/abs/2312.02256v3
[ "https://github.com/frank-zy-dou/emdm" ]
In the paper 'EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation', what FID score did the EMDM model get on the KIT Motion-Language dataset
0.261
MSVD
vid-TLDR (UMT-L)
vid-TLDR: Training Free Token merging for Light-weight Video Transformer
2024-03-20T00:00:00
https://arxiv.org/abs/2403.13347v2
[ "https://github.com/mlvlab/vid-tldr" ]
In the paper 'vid-TLDR: Training Free Token merging for Light-weight Video Transformer', what text-to-video R@1 score did the vid-TLDR (UMT-L) model get on the MSVD dataset
57.9
Mapillary test
BoQ
BoQ: A Place is Worth a Bag of Learnable Queries
2024-05-12T00:00:00
https://arxiv.org/abs/2405.07364v3
[ "https://github.com/amaralibey/bag-of-queries" ]
In the paper 'BoQ: A Place is Worth a Bag of Learnable Queries', what Recall@1 score did the BoQ model get on the Mapillary test dataset
79