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MoNuSeg
MDM
Masked Diffusion as Self-supervised Representation Learner
2023-08-10T00:00:00
https://arxiv.org/abs/2308.05695v4
[ "https://github.com/zx-pan/mdm" ]
In the paper 'Masked Diffusion as Self-supervised Representation Learner', what F1 score did the MDM model get on the MoNuSeg dataset
81.01
ColonINST-v1 (Unseen)
MobileVLM-1.7B (w/o LoRA, w/ extra data)
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
2023-12-28T00:00:00
https://arxiv.org/abs/2312.16886v2
[ "https://github.com/meituan-automl/mobilevlm" ]
In the paper 'MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices', what Accuray score did the MobileVLM-1.7B (w/o LoRA, w/ extra data) model get on the ColonINST-v1 (Unseen) dataset
78.75
MATH
DART-Math-DSMath-7B-Prop2Diff (0-shot CoT, w/o code)
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
2024-06-18T00:00:00
https://arxiv.org/abs/2407.13690v1
[ "https://github.com/hkust-nlp/dart-math" ]
In the paper 'DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving', what Accuracy score did the DART-Math-DSMath-7B-Prop2Diff (0-shot CoT, w/o code) model get on the MATH dataset
53.6
STL-10
SeCu
Stable Cluster Discrimination for Deep Clustering
2023-11-24T00:00:00
https://arxiv.org/abs/2311.14310v1
[ "https://github.com/idstcv/secu" ]
In the paper 'Stable Cluster Discrimination for Deep Clustering', what Accuracy score did the SeCu model get on the STL-10 dataset
0.836
SQA3D
Lexicon3D
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding
2024-09-05T00:00:00
https://arxiv.org/abs/2409.03757v2
[ "https://github.com/yunzeman/lexicon3d" ]
In the paper 'Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding', what AnswerExactMatch (Question Answering) score did the Lexicon3D model get on the SQA3D dataset
50.7
PeMSD7(M)
STD-MAE
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
2023-12-01T00:00:00
https://arxiv.org/abs/2312.00516v3
[ "https://github.com/jimmy-7664/std-mae" ]
In the paper 'Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting', what 12 steps MAE score did the STD-MAE model get on the PeMSD7(M) dataset
2.52
STS12
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 STS12 dataset
0.7972
MVTec LOCO AD
PSAD
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection
2023-12-21T00:00:00
https://arxiv.org/abs/2312.13783v2
[ "https://github.com/oopil/PSAD_logical_anomaly_detection" ]
In the paper 'Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection', what Avg. Detection AUROC score did the PSAD model get on the MVTec LOCO AD dataset
94.9
COD
ZoomNeXt-ResNet-50
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-ResNet-50 model get on the COD dataset
0.026
PeMSD8
STD-MAE
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
2023-12-01T00:00:00
https://arxiv.org/abs/2312.00516v3
[ "https://github.com/jimmy-7664/std-mae" ]
In the paper 'Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting', what 12 steps MAE score did the STD-MAE model get on the PeMSD8 dataset
13.44
MS-COCO
GKGNet(resolution 576)
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition
2023-08-28T00:00:00
https://arxiv.org/abs/2308.14378v3
[ "https://github.com/jin-s13/gkgnet" ]
In the paper 'GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition', what mAP score did the GKGNet(resolution 576) model get on the MS-COCO dataset
87.7
SROIE
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 SROIE dataset
96.97
MM-Vet
InternVL 1.5
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites
2024-04-25T00:00:00
https://arxiv.org/abs/2404.16821v2
[ "https://github.com/opengvlab/internvl" ]
In the paper 'How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites', what GPT-4 score score did the InternVL 1.5 model get on the MM-Vet dataset
62.8
CoNLL 2003 (English)
PromptNER [RoBERTa-large]
PromptNER: Prompt Locating and Typing for Named Entity Recognition
2023-05-26T00:00:00
https://arxiv.org/abs/2305.17104v1
[ "https://github.com/tricktreat/promptner" ]
In the paper 'PromptNER: Prompt Locating and Typing for Named Entity Recognition', what F1 score did the PromptNER [RoBERTa-large] model get on the CoNLL 2003 (English) dataset
93.08
BIG-bench (Reasoning About Colored Objects)
PaLM 2 (few-shot, k=3, Direct)
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, k=3, Direct) model get on the BIG-bench (Reasoning About Colored Objects) dataset
61.2
BIRD (BIg Bench for LaRge-scale Database Grounded Text-to-SQL Evaluation)
CHESS
CHESS: Contextual Harnessing for Efficient SQL Synthesis
2024-05-27T00:00:00
https://arxiv.org/abs/2405.16755v3
[ "https://github.com/shayantalaei/chess" ]
In the paper 'CHESS: Contextual Harnessing for Efficient SQL Synthesis', what Execution Accuracy % (Test) score did the CHESS model get on the BIRD (BIg Bench for LaRge-scale Database Grounded Text-to-SQL Evaluation) dataset
66.69
SMAC 6h_vs_9z
QPLEX
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning
2023-06-04T00:00:00
https://arxiv.org/abs/2306.02430v1
[ "https://github.com/j3soon/dfac-extended" ]
In the paper 'A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning', what Average Score score did the QPLEX model get on the SMAC 6h_vs_9z dataset
13.86
SALMon
TWIST 350M
Textually Pretrained Speech Language Models
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13009v3
[ "https://github.com/slp-rl/spokenstorycloze" ]
In the paper 'Textually Pretrained Speech Language Models', what Speaker Consistency score did the TWIST 350M model get on the SALMon dataset
69.5
EconLogicQA
Llama-3-8B
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 Llama-3-8B model get on the EconLogicQA dataset
0.2385
ColonINST-v1 (Seen)
LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023-06-01T00:00:00
https://arxiv.org/abs/2306.00890v1
[ "https://github.com/microsoft/LLaVA-Med" ]
In the paper 'LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day', what Accuray score did the LLaVA-Med-v1.5 (w/ LoRA, w/ extra data) model get on the ColonINST-v1 (Seen) dataset
99.4
ColonINST-v1 (Unseen)
LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023-06-01T00:00:00
https://arxiv.org/abs/2306.00890v1
[ "https://github.com/microsoft/LLaVA-Med" ]
In the paper 'LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day', what Accuray score did the LLaVA-Med-v1.5 (w/ LoRA, w/ extra data) model get on the ColonINST-v1 (Unseen) dataset
66.51
IC19-Art
CLIP4STR-L (DataComp-1B)
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model
2023-05-23T00:00:00
https://arxiv.org/abs/2305.14014v3
[ "https://github.com/VamosC/CLIP4STR" ]
In the paper 'CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model', what Accuracy (%) score did the CLIP4STR-L (DataComp-1B) model get on the IC19-Art dataset
86.4
SPair-71k
SD+DINO (Zero-shot)
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence
2023-05-24T00:00:00
https://arxiv.org/abs/2305.15347v2
[ "https://github.com/Junyi42/sd-dino" ]
In the paper 'A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence', what PCK score did the SD+DINO (Zero-shot) model get on the SPair-71k dataset
64.0
UruDendro
INBD
A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taeda
2024-08-26T00:00:00
https://arxiv.org/abs/2408.14343v1
[ "https://github.com/hmarichal93/mlbrief_inbd" ]
In the paper 'A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taeda', what FScore score did the INBD model get on the UruDendro dataset
0.79
Atari 2600 Venture
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 Venture dataset
291
FP-T-H
GeoTransformer
GeoTransformer: Fast and Robust Point Cloud Registration with Geometric Transformer
2023-07-25T00:00:00
https://arxiv.org/abs/2308.03768v1
[ "https://github.com/qinzheng93/geotransformer" ]
In the paper 'GeoTransformer: Fast and Robust Point Cloud Registration with Geometric Transformer', what Recall (3cm, 10 degrees) score did the GeoTransformer model get on the FP-T-H dataset
64.18
NC4K
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 S-measure score did the ZoomNeXt-PVTv2-B4 model get on the NC4K dataset
0.900
Atari 2600 Video Pinball
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 Video Pinball dataset
626794
UCI HEPMASS
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 HEPMASS dataset
13.8
MORPH Album2 (SE)
ResNet-50-DLDL
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 model get on the MORPH Album2 (SE) dataset
2.81
MVTec LOCO AD
CSAD
CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection
2024-08-28T00:00:00
https://arxiv.org/abs/2408.15628v2
[ "https://github.com/Tokichan/CSAD" ]
In the paper 'CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection', what Avg. Detection AUROC score did the CSAD model get on the MVTec LOCO AD dataset
95.3
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
91.84
PHEVA
STG-NF
PHEVA: A Privacy-preserving Human-centric Video Anomaly Detection Dataset
2024-08-26T00:00:00
https://arxiv.org/abs/2408.14329v1
[ "https://github.com/tecsar-uncc/pheva" ]
In the paper 'PHEVA: A Privacy-preserving Human-centric Video Anomaly Detection Dataset', what AUC-ROC score did the STG-NF model get on the PHEVA dataset
57.57
spider
PET-SQL
PET-SQL: A Prompt-Enhanced Two-Round Refinement of Text-to-SQL with Cross-consistency
2024-03-13T00:00:00
https://arxiv.org/abs/2403.09732v4
[ "https://github.com/zhshlii/petsql" ]
In the paper 'PET-SQL: A Prompt-Enhanced Two-Round Refinement of Text-to-SQL with Cross-consistency', what Exact Match Accuracy (Test) score did the PET-SQL model get on the spider dataset
66.6
COCO-20i (1-shot)
BAM (DifFSS, ResNet-50)
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation
2023-07-03T00:00:00
https://arxiv.org/abs/2307.00773v3
[ "https://github.com/TrinitialChan/DifFSS" ]
In the paper 'DifFSS: Diffusion Model for Few-Shot Semantic Segmentation', what Mean IoU score did the BAM (DifFSS, ResNet-50) model get on the COCO-20i (1-shot) dataset
43.6
Pittsburgh-250k-test
BoQ (ResNet-50)
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 (ResNet-50) model get on the Pittsburgh-250k-test dataset
95
Weather (336)
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 Weather (336) dataset
0.241
ETTm1 (192) Multivariate
SCNN
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13036v3
[ "https://github.com/JLDeng/SCNN" ]
In the paper 'Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting', what MSE score did the SCNN model get on the ETTm1 (192) Multivariate dataset
0.327
CoNLL03
UniNER-7B
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition
2023-08-07T00:00:00
https://arxiv.org/abs/2308.03279v2
[ "https://github.com/emma1066/retrieval-augmented-it-openner" ]
In the paper 'UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition', what F1 score did the UniNER-7B model get on the CoNLL03 dataset
93.3
ETTh1 (96) 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 (96) Multivariate dataset
0.375
ETTh2 (336) Multivariate
PRformer
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
2024-08-20T00:00:00
https://arxiv.org/abs/2408.10483v1
[ "https://github.com/usualheart/prformer" ]
In the paper 'PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting', what MSE score did the PRformer model get on the ETTh2 (336) Multivariate dataset
0.361
Cora with Public Split: fixed 20 nodes per class
GGCM
From Cluster Assumption to Graph Convolution: Graph-based Semi-Supervised Learning Revisited
2023-09-24T00:00:00
https://arxiv.org/abs/2309.13599v2
[ "https://github.com/zhengwang100/ogc_ggcm" ]
In the paper 'From Cluster Assumption to Graph Convolution: Graph-based Semi-Supervised Learning Revisited', what Accuracy score did the GGCM model get on the Cora with Public Split: fixed 20 nodes per class dataset
83.6%
STAR Benchmark
LLaMA-VQA
Large Language Models are Temporal and Causal Reasoners for Video Question Answering
2023-10-24T00:00:00
https://arxiv.org/abs/2310.15747v2
[ "https://github.com/mlvlab/Flipped-VQA" ]
In the paper 'Large Language Models are Temporal and Causal Reasoners for Video Question Answering', what Average Accuracy score did the LLaMA-VQA model get on the STAR Benchmark dataset
65.4
COCO Captions
LaDiC
LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation?
2024-04-16T00:00:00
https://arxiv.org/abs/2404.10763v1
[ "https://github.com/wangyuchi369/ladic" ]
In the paper 'LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation?', what ROUGE-L score did the LaDiC model get on the COCO Captions dataset
58.7
SVAMP
ATHENA (roberta-base)
ATHENA: Mathematical Reasoning with Thought Expansion
2023-11-02T00:00:00
https://arxiv.org/abs/2311.01036v1
[ "https://github.com/the-jb/athena-math" ]
In the paper 'ATHENA: Mathematical Reasoning with Thought Expansion', what Execution Accuracy score did the ATHENA (roberta-base) model get on the SVAMP dataset
45.6
CNN/Daily Mail
Claude Instant + SigExt
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization
2024-10-03T00:00:00
https://arxiv.org/abs/2410.02741v2
[ "https://github.com/amazon-science/SigExt" ]
In the paper 'Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization', what ROUGE-1 score did the Claude Instant + SigExt model get on the CNN/Daily Mail dataset
42
ZJU-RGB-P
CSFNet-1
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
2024-07-01T00:00:00
https://arxiv.org/abs/2407.01328v1
[ "https://github.com/Danial-Qashqai/CSFNet" ]
In the paper 'CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes', what mIoU score did the CSFNet-1 model get on the ZJU-RGB-P dataset
90.85
FGVC Aircraft
SaSPA + CAL
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation
2024-06-20T00:00:00
https://arxiv.org/abs/2406.14551v2
[ "https://github.com/eyalmichaeli/saspa-aug" ]
In the paper 'Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation', what Harmonic mean score did the SaSPA + CAL model get on the FGVC Aircraft dataset
52.2
CIFAR-100-LT (ρ=100)
MDCS
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition
2023-08-19T00:00:00
https://arxiv.org/abs/2308.09922v2
[ "https://github.com/fistyee/mdcs" ]
In the paper 'MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition', what Error Rate score did the MDCS model get on the CIFAR-100-LT (ρ=100) dataset
43.9
UBody
SMPLer-X
SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17448v3
[ "https://github.com/caizhongang/SMPLer-X" ]
In the paper 'SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation', what PVE-All score did the SMPLer-X model get on the UBody dataset
57.5
FMB Dataset
MMSFormer (RGB)
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
2023-09-07T00:00:00
https://arxiv.org/abs/2309.04001v4
[ "https://github.com/csiplab/mmsformer" ]
In the paper 'MMSFormer: Multimodal Transformer for Material and Semantic Segmentation', what mIoU score did the MMSFormer (RGB) model get on the FMB Dataset dataset
57.20
Mini-Imagenet 5-way (1-shot)
DiffKendall (Meta-Baseline, ResNet-12)
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation
2023-07-28T00:00:00
https://arxiv.org/abs/2307.15317v2
[ "https://github.com/kaipengm2/DiffKendall" ]
In the paper 'DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation', what Accuracy score did the DiffKendall (Meta-Baseline, ResNet-12) model get on the Mini-Imagenet 5-way (1-shot) dataset
65.56
RefCOCO
EVP
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment
2023-12-13T00:00:00
https://arxiv.org/abs/2312.08548v1
[ "https://github.com/lavreniuk/evp" ]
In the paper 'EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment', what IoU score did the EVP model get on the RefCOCO dataset
77.61
ImageNet
GTP-LV-ViT-M/P8
GTP-ViT: Efficient Vision Transformers via Graph-based Token Propagation
2023-11-06T00:00:00
https://arxiv.org/abs/2311.03035v2
[ "https://github.com/ackesnal/gtp-vit" ]
In the paper 'GTP-ViT: Efficient Vision Transformers via Graph-based Token Propagation', what Top 1 Accuracy score did the GTP-LV-ViT-M/P8 model get on the ImageNet dataset
82.8%
ScanObjectNN
ULIP-2 + Point-BERT
ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding
2023-05-14T00:00:00
https://arxiv.org/abs/2305.08275v4
[ "https://github.com/salesforce/ulip" ]
In the paper 'ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding', what Overall Accuracy score did the ULIP-2 + Point-BERT model get on the ScanObjectNN dataset
89.0
COCO 2017 val
ReviewKD++(T: faster rcnn(resnet101), S:faster rcnn(mobilenet-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 mAP score did the ReviewKD++(T: faster rcnn(resnet101), S:faster rcnn(mobilenet-v2)) model get on the COCO 2017 val dataset
34.51
ImageNet
DAT-T++
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-T++ model get on the ImageNet dataset
83.9%
Weather2K1786 (96)
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 Weather2K1786 (96) dataset
0.535
QVHighlights
UniVTG (w/ PT)
UniVTG: Towards Unified Video-Language Temporal Grounding
2023-07-31T00:00:00
https://arxiv.org/abs/2307.16715v2
[ "https://github.com/showlab/univtg" ]
In the paper 'UniVTG: Towards Unified Video-Language Temporal Grounding', what mAP score did the UniVTG (w/ PT) model get on the QVHighlights dataset
43.63
Insectwingbeat
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 Insectwingbeat dataset
0.7132
CFC-DAOD
PT (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 PT (ResNet50-FPN) model get on the CFC-DAOD dataset
69.0
VideoInstruct
SlowFast-LLaVA-34B
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models
2024-07-22T00:00:00
https://arxiv.org/abs/2407.15841v2
[ "https://github.com/apple/ml-slowfast-llava" ]
In the paper 'SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models', what gpt-score score did the SlowFast-LLaVA-34B model get on the VideoInstruct dataset
3.48
MM-Vet
Imp-3B
Imp: Highly Capable Large Multimodal Models for Mobile Devices
2024-05-20T00:00:00
https://arxiv.org/abs/2405.12107v2
[ "https://github.com/milvlg/imp" ]
In the paper 'Imp: Highly Capable Large Multimodal Models for Mobile Devices', what GPT-4 score score did the Imp-3B model get on the MM-Vet dataset
43.3
Mid-Atlantic Ridge
CLIP
AnyLoc: Towards Universal Visual Place Recognition
2023-08-01T00:00:00
https://arxiv.org/abs/2308.00688v2
[ "https://github.com/AnyLoc/AnyLoc" ]
In the paper 'AnyLoc: Towards Universal Visual Place Recognition', what Recall@1 score did the CLIP model get on the Mid-Atlantic Ridge dataset
25.74
InfiMM-Eval
SPHINX v2
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models
2023-11-13T00:00:00
https://arxiv.org/abs/2311.07575v1
[ "https://github.com/alpha-vllm/llama2-accessory" ]
In the paper 'SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models', what Overall score score did the SPHINX v2 model get on the InfiMM-Eval dataset
39.48
USPTO-50k
NAG2G (reaction class unknown)
Node-Aligned Graph-to-Graph (NAG2G): Elevating Template-Free Deep Learning Approaches in Single-Step Retrosynthesis
2023-09-27T00:00:00
https://arxiv.org/abs/2309.15798v2
[ "https://github.com/dptech-corp/nag2g" ]
In the paper 'Node-Aligned Graph-to-Graph (NAG2G): Elevating Template-Free Deep Learning Approaches in Single-Step Retrosynthesis', what Top-1 accuracy score did the NAG2G (reaction class unknown) model get on the USPTO-50k dataset
55.1
Food-101N
SURE(ResNet-50)
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 Accuracy score did the SURE(ResNet-50) model get on the Food-101N dataset
88.0
MS-COCO (30-shot)
CD-ViTO
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
2024-02-05T00:00:00
https://arxiv.org/abs/2402.03094v4
[ "https://github.com/lovelyqian/CDFSOD-benchmark" ]
In the paper 'Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector', what AP score did the CD-ViTO model get on the MS-COCO (30-shot) dataset
35.9
Visual Genome
ADTrans
Panoptic Scene Graph Generation with Semantics-Prototype Learning
2023-07-28T00:00:00
https://arxiv.org/abs/2307.15567v3
[ "https://github.com/lili0415/psg-biased-annotation" ]
In the paper 'Panoptic Scene Graph Generation with Semantics-Prototype Learning', what Recall@50 score did the ADTrans model get on the Visual Genome dataset
23.0
MLT17
MRM
MRN: Multiplexed Routing Network for Incremental Multilingual Text Recognition
2023-05-24T00:00:00
https://arxiv.org/abs/2305.14758v3
[ "https://github.com/simplify23/MRN" ]
In the paper 'MRN: Multiplexed Routing Network for Incremental Multilingual Text Recognition', what Acc score did the MRM model get on the MLT17 dataset
78.4
FP-O-H
GeoTransformer
GeoTransformer: Fast and Robust Point Cloud Registration with Geometric Transformer
2023-07-25T00:00:00
https://arxiv.org/abs/2308.03768v1
[ "https://github.com/qinzheng93/geotransformer" ]
In the paper 'GeoTransformer: Fast and Robust Point Cloud Registration with Geometric Transformer', what Recall (3cm, 10 degrees) score did the GeoTransformer model get on the FP-O-H dataset
2.64
CVC-ColonDB
PVT-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 mean Dice score did the PVT-GCASCADE model get on the CVC-ColonDB dataset
0.8261
COCO test-dev
LeYOLO-Nano@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-Nano@480 model get on the COCO test-dev dataset
31.3
DAVIS 2017 (val)
UniVS(Swin-L)
UniVS: Unified and Universal Video Segmentation with Prompts as Queries
2024-02-28T00:00:00
https://arxiv.org/abs/2402.18115v2
[ "https://github.com/minghanli/univs" ]
In the paper 'UniVS: Unified and Universal Video Segmentation with Prompts as Queries', what Mean Jaccard & F-Measure score did the UniVS(Swin-L) model get on the DAVIS 2017 (val) dataset
76.2
FSC147
SemAug-CounTR
Semantic Generative Augmentations for Few-Shot Counting
2023-10-26T00:00:00
https://arxiv.org/abs/2311.16122v1
[ "https://github.com/perladoubinsky/SemAug" ]
In the paper 'Semantic Generative Augmentations for Few-Shot Counting', what MAE(val) score did the SemAug-CounTR model get on the FSC147 dataset
12.31
ChestX-ray14
CoAtNet
SynthEnsemble: A Fusion of CNN, Vision Transformer, and Hybrid Models for Multi-Label Chest X-Ray Classification
2023-11-13T00:00:00
https://arxiv.org/abs/2311.07750v3
[ "https://github.com/syednabilashraf/SynthEnsemble" ]
In the paper 'SynthEnsemble: A Fusion of CNN, Vision Transformer, and Hybrid Models for Multi-Label Chest X-Ray Classification', what Average AUC on 14 label score did the CoAtNet model get on the ChestX-ray14 dataset
84.239
Oxford-IIIT Pets
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 Accuracy score did the ZLaP* model get on the Oxford-IIIT Pets dataset
89
MSU SR-QA Dataset
Q-Align (VQA)
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 (VQA) model get on the MSU SR-QA Dataset dataset
0.71812
LLRGBD-synthetic
SMMCL (ResNet-101)
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 mIoU score did the SMMCL (ResNet-101) model get on the LLRGBD-synthetic dataset
64.40
BSD100 - 2x upscaling
WaveMixSR
WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution
2023-07-01T00:00:00
https://arxiv.org/abs/2307.00430v1
[ "https://github.com/pranavphoenix/WaveMixSR" ]
In the paper 'WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution', what PSNR score did the WaveMixSR model get on the BSD100 - 2x upscaling dataset
33.08
Nardo-Air R
AnyLoc-VLAD-DINOv2
AnyLoc: Towards Universal Visual Place Recognition
2023-08-01T00:00:00
https://arxiv.org/abs/2308.00688v2
[ "https://github.com/AnyLoc/AnyLoc" ]
In the paper 'AnyLoc: Towards Universal Visual Place Recognition', what Recall@1 score did the AnyLoc-VLAD-DINOv2 model get on the Nardo-Air R dataset
85.92
FMB Dataset
MMSFormer (RGB-Infrared)
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
2023-09-07T00:00:00
https://arxiv.org/abs/2309.04001v4
[ "https://github.com/csiplab/mmsformer" ]
In the paper 'MMSFormer: Multimodal Transformer for Material and Semantic Segmentation', what mIoU score did the MMSFormer (RGB-Infrared) model get on the FMB Dataset dataset
61.70
AGORA
NIKI (Twist-and-Swing)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation
2023-05-15T00:00:00
https://arxiv.org/abs/2305.08590v1
[ "https://github.com/jeff-sjtu/niki" ]
In the paper 'NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation', what B-NMVE score did the NIKI (Twist-and-Swing) model get on the AGORA dataset
70.2
ETTh1 (192) 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 ETTh1 (192) Multivariate dataset
0.453
MS-COCO (30-shot)
DE-ViT
Detect Everything with Few Examples
2023-09-22T00:00:00
https://arxiv.org/abs/2309.12969v4
[ "https://github.com/mlzxy/devit" ]
In the paper 'Detect Everything with Few Examples', what AP score did the DE-ViT model get on the MS-COCO (30-shot) dataset
34
COCO 2017
DeBiFormer-S (IN1k pretrain, Retina)
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 mAP score did the DeBiFormer-S (IN1k pretrain, Retina) model get on the COCO 2017 dataset
45.6
CATT
Command R+
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 Command R+ model get on the CATT dataset
13.169
EQ-Bench
OpenAI text-davinci-003
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 OpenAI text-davinci-003 model get on the EQ-Bench dataset
43.73
KITTI360pose
MambaPlace
MambaPlace:Text-to-Point-Cloud Cross-Modal Place Recognition with Attention Mamba Mechanisms
2024-08-28T00:00:00
https://arxiv.org/abs/2408.15740v1
[ "https://github.com/CV4RA/MambaPlace" ]
In the paper 'MambaPlace:Text-to-Point-Cloud Cross-Modal Place Recognition with Attention Mamba Mechanisms', what Localization Recall@1 score did the MambaPlace model get on the KITTI360pose dataset
0.45
AudioSet
DyMN-L (Audio-Only, Single)
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 Test mAP score did the DyMN-L (Audio-Only, Single) model get on the AudioSet dataset
0.490
Beam-Splitter Deblurring (BSD)
Turtle
Learning Truncated Causal History Model for Video Restoration
2024-10-04T00:00:00
https://arxiv.org/abs/2410.03936v2
[ "https://github.com/Ascend-Research/Turtle" ]
In the paper 'Learning Truncated Causal History Model for Video Restoration', what PSNR score did the Turtle model get on the Beam-Splitter Deblurring (BSD) dataset
33.58
Ballroom
Beat This!
Beat this! Accurate beat tracking without DBN postprocessing
2024-07-31T00:00:00
https://arxiv.org/abs/2407.21658v1
[ "https://github.com/CPJKU/beat_this" ]
In the paper 'Beat this! Accurate beat tracking without DBN postprocessing', what F1 score did the Beat This! model get on the Ballroom dataset
95.3
LEVIR-CD
SGSLN/128
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/128 model get on the LEVIR-CD dataset
0.91
VDD
Mask2Former(Swin-T)
VDD: Varied Drone Dataset for Semantic Segmentation
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13608v3
[ "https://github.com/RussRobin/VDD" ]
In the paper 'VDD: Varied Drone Dataset for Semantic Segmentation', what mIoU score did the Mask2Former(Swin-T) model get on the VDD dataset
77.85
MSRVTT-QA
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 Accuracy score did the vid-TLDR (UMT-L) model get on the MSRVTT-QA dataset
0.470
ScanObjectNN
ReCon+PPT
Positional Prompt Tuning for Efficient 3D Representation Learning
2024-08-21T00:00:00
https://arxiv.org/abs/2408.11567v1
[ "https://github.com/zsc000722/ppt" ]
In the paper 'Positional Prompt Tuning for Efficient 3D Representation Learning', what Overall Accuracy score did the ReCon+PPT model get on the ScanObjectNN dataset
89.52
MATH
WizardMath-7B-V1.1
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09583v1
[ "https://github.com/nlpxucan/wizardlm" ]
In the paper 'WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct', what Accuracy score did the WizardMath-7B-V1.1 model get on the MATH dataset
33.0
STAR Benchmark
SeViLA (0-shot)
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 Average Accuracy score did the SeViLA (0-shot) model get on the STAR Benchmark dataset
44.6
ScanNet
OneFormer3D
OneFormer3D: One Transformer for Unified Point Cloud Segmentation
2023-11-24T00:00:00
https://arxiv.org/abs/2311.14405v1
[ "https://github.com/oneformer3d/oneformer3d" ]
In the paper 'OneFormer3D: One Transformer for Unified Point Cloud Segmentation', what val mIoU score did the OneFormer3D model get on the ScanNet dataset
76.6
NTU RGB+D
DVANet (RGB only)
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 (CS) score did the DVANet (RGB only) model get on the NTU RGB+D dataset
93.4