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EC-FUNSD
LayoutLMv3 (large)
Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective
2024-02-04T00:00:00
https://arxiv.org/abs/2402.02379v1
[ "https://github.com/chongzhangFDU/ROOR" ]
In the paper 'Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective', what F1 score did the LayoutLMv3 (large) model get on the EC-FUNSD dataset
78.14
Nordland
DINOv2 SALAD (1-frame thr.)
Optimal Transport Aggregation for Visual Place Recognition
2023-11-27T00:00:00
https://arxiv.org/abs/2311.15937v2
[ "https://github.com/serizba/salad" ]
In the paper 'Optimal Transport Aggregation for Visual Place Recognition', what Recall@1 score did the DINOv2 SALAD (1-frame thr.) model get on the Nordland dataset
85.2
MovieLens 1M
HSTU+MoL
Retrieval with Learned Similarities
2024-07-22T00:00:00
https://arxiv.org/abs/2407.15462v3
[ "https://github.com/bailuding/rails" ]
In the paper 'Retrieval with Learned Similarities', what HR@10 (full corpus) score did the HSTU+MoL model get on the MovieLens 1M dataset
.3412
PASCAL-5i (5-Shot)
SCCAN (ResNet-50)
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-50) model get on the PASCAL-5i (5-Shot) dataset
70.3
ogbn-arxiv
GCN
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification
2024-06-13T00:00:00
https://arxiv.org/abs/2406.08993v2
[ "https://github.com/LUOyk1999/tunedGNN" ]
In the paper 'Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification', what Test Accuracy score did the GCN model get on the ogbn-arxiv dataset
0.7360 ± 0.0018
PeMS08
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 PeMS08 dataset
13.53
PF-WILLOW
LDMCorrespondences
Unsupervised Semantic Correspondence Using Stable Diffusion
2023-05-24T00:00:00
https://arxiv.org/abs/2305.15581v2
[ "https://github.com/ubc-vision/LDM_correspondences" ]
In the paper 'Unsupervised Semantic Correspondence Using Stable Diffusion', what PCK score did the LDMCorrespondences model get on the PF-WILLOW dataset
84.3
Weather (720)
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 Weather (720) dataset
0.316
KITTI-360
Superpoint Transformer
Efficient 3D Semantic Segmentation with Superpoint Transformer
2023-06-13T00:00:00
https://arxiv.org/abs/2306.08045v2
[ "https://github.com/drprojects/superpoint_transformer" ]
In the paper 'Efficient 3D Semantic Segmentation with Superpoint Transformer', what miou Val score did the Superpoint Transformer model get on the KITTI-360 dataset
63.5
SARDet-100K
MSFA (F-RCNN+ConvNext-T)
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection
2024-03-11T00:00:00
https://arxiv.org/abs/2403.06534v2
[ "https://github.com/zcablii/sardet_100k" ]
In the paper 'SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection', what box mAP score did the MSFA (F-RCNN+ConvNext-T) model get on the SARDet-100K dataset
54.8
ImageNet
ToMe-ViT-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 ToMe-ViT-S model get on the ImageNet dataset
82.11%
PECC
Claude 3 Haiku
PECC: Problem Extraction and Coding Challenges
2024-04-29T00:00:00
https://arxiv.org/abs/2404.18766v1
[ "https://github.com/hallerpatrick/pecc" ]
In the paper 'PECC: Problem Extraction and Coding Challenges', what Pass@3 score did the Claude 3 Haiku model get on the PECC dataset
27.67
RefCOCO testB
HyperSeg
HyperSeg: Towards Universal Visual Segmentation with Large Language Model
2024-11-26T00:00:00
https://arxiv.org/abs/2411.17606v2
[ "https://github.com/congvvc/HyperSeg" ]
In the paper 'HyperSeg: Towards Universal Visual Segmentation with Large Language Model', what Overall IoU score did the HyperSeg model get on the RefCOCO testB dataset
83.4
Musk v2
Snuffy
Snuffy: Efficient Whole Slide Image Classifier
2024-08-15T00:00:00
https://arxiv.org/abs/2408.08258v2
[ "https://github.com/jafarinia/snuffy" ]
In the paper 'Snuffy: Efficient Whole Slide Image Classifier', what AUC score did the Snuffy model get on the Musk v2 dataset
0.985
Natural Questions
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 EM score did the PaLM 2-M (one-shot) model get on the Natural Questions dataset
32.0
FRMT (Chinese - Mainland)
PaLM
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 model get on the FRMT (Chinese - Mainland) dataset
70.3
SIDER
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 SIDER dataset
0.634
RWTH-PHOENIX-Weather 2014
MSKA-SLR
Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation
2024-05-09T00:00:00
https://arxiv.org/abs/2405.05672v1
[ "https://github.com/sutwangyan/MSKA" ]
In the paper 'Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation', what Word Error Rate (WER) score did the MSKA-SLR model get on the RWTH-PHOENIX-Weather 2014 dataset
22.1
ADE20K-150
LaVG
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation
2024-08-09T00:00:00
https://arxiv.org/abs/2408.04961v1
[ "https://github.com/dahyun-kang/lazygrounding" ]
In the paper 'In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation', what mIoU score did the LaVG model get on the ADE20K-150 dataset
15.8
CIFAR-10
Easy Consistency Tuning (ECT)
Consistency Models Made Easy
2024-06-20T00:00:00
https://arxiv.org/abs/2406.14548v2
[ "https://github.com/locuslab/ect" ]
In the paper 'Consistency Models Made Easy', what FID score did the Easy Consistency Tuning (ECT) model get on the CIFAR-10 dataset
1.94
PHEVA
MPED-RNN
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 MPED-RNN model get on the PHEVA dataset
76.05
DukeMTMC-reID
CLIP-ReID Baseline+UFFM+AMC
Enhancing Person Re-Identification via Uncertainty Feature Fusion and Auto-weighted Measure Combination
2024-05-02T00:00:00
https://arxiv.org/abs/2405.01101v4
[ "https://github.com/chequanghuy/Enhancing-Person-Re-Identification-via-UFFM-and-AMC" ]
In the paper 'Enhancing Person Re-Identification via Uncertainty Feature Fusion and Auto-weighted Measure Combination', what Rank-1 score did the CLIP-ReID Baseline+UFFM+AMC model get on the DukeMTMC-reID dataset
91.3
YouTube-VOS 2018
Cutie+ (base, MEGA)
Putting the Object Back into Video Object Segmentation
2023-10-19T00:00:00
https://arxiv.org/abs/2310.12982v2
[ "https://github.com/hkchengrex/Cutie" ]
In the paper 'Putting the Object Back into Video Object Segmentation', what F-Measure (Seen) score did the Cutie+ (base, MEGA) model get on the YouTube-VOS 2018 dataset
91.0
VideoInstruct
ST-LLM-7B
ST-LLM: Large Language Models Are Effective Temporal Learners
2024-03-30T00:00:00
https://arxiv.org/abs/2404.00308v1
[ "https://github.com/TencentARC/ST-LLM" ]
In the paper 'ST-LLM: Large Language Models Are Effective Temporal Learners', what Correctness of Information score did the ST-LLM-7B model get on the VideoInstruct dataset
3.23
Chameleon
2-HiGCN
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes
2023-09-22T00:00:00
https://arxiv.org/abs/2309.12971v2
[ "https://github.com/yiminghh/higcn" ]
In the paper 'Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes', what Accuracy score did the 2-HiGCN model get on the Chameleon dataset
68.47±0.45
SUN397
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 SUN397 dataset
71
CIFAR-100-LT (ρ=100)
VS + ADRW + TLA
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code
2023-10-07T00:00:00
https://arxiv.org/abs/2310.04752
[ "https://github.com/wang22ti/DDC" ]
In the paper 'A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code', what Error Rate score did the VS + ADRW + TLA model get on the CIFAR-100-LT (ρ=100) dataset
46.95
Road Anomaly
Mask2Anomaly
Unmasking Anomalies in Road-Scene Segmentation
2023-07-25T00:00:00
https://arxiv.org/abs/2307.13316v1
[ "https://github.com/shyam671/mask2anomaly-unmasking-anomalies-in-road-scene-segmentation" ]
In the paper 'Unmasking Anomalies in Road-Scene Segmentation', what AP score did the Mask2Anomaly model get on the Road Anomaly dataset
79.70
AGQA 2.0 balanced
GF (sup) - Faster RCNN
Glance and Focus: Memory Prompting for Multi-Event Video Question Answering
2024-01-03T00:00:00
https://arxiv.org/abs/2401.01529v1
[ "https://github.com/byz0e/glance-focus" ]
In the paper 'Glance and Focus: Memory Prompting for Multi-Event Video Question Answering', what Average Accuracy score did the GF (sup) - Faster RCNN model get on the AGQA 2.0 balanced dataset
55.08
GSM8K
Gemini Pro (maj1@32)
Gemini: A Family of Highly Capable Multimodal Models
2023-12-19T00:00:00
https://arxiv.org/abs/2312.11805v4
[ "https://github.com/valdecy/pybibx" ]
In the paper 'Gemini: A Family of Highly Capable Multimodal Models', what Accuracy score did the Gemini Pro (maj1@32) model get on the GSM8K dataset
86.5
Pittsburgh-250k-test
ProGEO
ProGEO: Generating Prompts through Image-Text Contrastive Learning for Visual Geo-localization
2024-06-04T00:00:00
https://arxiv.org/abs/2406.01906v1
[ "https://github.com/chain-mao/progeo" ]
In the paper 'ProGEO: Generating Prompts through Image-Text Contrastive Learning for Visual Geo-localization', what Recall@1 score did the ProGEO model get on the Pittsburgh-250k-test dataset
92.2
Wildtrack
ReST
ReST: A Reconfigurable Spatial-Temporal Graph Model for Multi-Camera Multi-Object Tracking
2023-08-25T00:00:00
https://arxiv.org/abs/2308.13229v1
[ "https://github.com/chengche6230/rest" ]
In the paper 'ReST: A Reconfigurable Spatial-Temporal Graph Model for Multi-Camera Multi-Object Tracking', what IDF1 score did the ReST model get on the Wildtrack dataset
86.7
BreakHis
WaveMix
Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision
2024-06-09T00:00:00
https://arxiv.org/abs/2406.05612v2
[ "https://github.com/pranavphoenix/Backbones" ]
In the paper 'Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision', what Accuracy (%) score did the WaveMix model get on the BreakHis dataset
99.39
MVTec LOCO AD
MuSc (zero-shot)
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images
2024-01-30T00:00:00
https://arxiv.org/abs/2401.16753v1
[ "https://github.com/xrli-U/MuSc" ]
In the paper 'MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images', what Avg. Detection AUROC score did the MuSc (zero-shot) model get on the MVTec LOCO AD dataset
75.9
ImageNet
TokenLearner-ViT-8
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 TokenLearner-ViT-8 model get on the ImageNet dataset
80.66%
MM-Vet
LLaVA-Plus-7B (All Tools)
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents
2023-11-09T00:00:00
https://arxiv.org/abs/2311.05437v1
[ "https://github.com/LLaVA-VL/LLaVA-Plus-Codebase" ]
In the paper 'LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents', what GPT-4 score score did the LLaVA-Plus-7B (All Tools) model get on the MM-Vet dataset
27.5±0.3
WHAMR!
TD-Conformer (XL) + DM
On Time Domain Conformer Models for Monaural Speech Separation in Noisy Reverberant Acoustic Environments
2023-10-09T00:00:00
https://arxiv.org/abs/2310.06125v1
[ "https://github.com/jwr1995/pubsep" ]
In the paper 'On Time Domain Conformer Models for Monaural Speech Separation in Noisy Reverberant Acoustic Environments', what SI-SDRi score did the TD-Conformer (XL) + DM model get on the WHAMR! dataset
14.6
Krapivin
PromptRank
PromptRank: Unsupervised Keyphrase Extraction Using Prompt
2023-05-08T00:00:00
https://arxiv.org/abs/2305.04490v2
[ "https://github.com/hlt-nlp/promptrank" ]
In the paper 'PromptRank: Unsupervised Keyphrase Extraction Using Prompt', what F1@10 score did the PromptRank model get on the Krapivin dataset
16.71
MSR-VTT
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 MSR-VTT dataset
74.7
EQ-Bench
OpenAI ADA
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 ADA model get on the EQ-Bench dataset
2.25
MCubeS
StitchFusion (RGB-D)
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-D) model get on the MCubeS dataset
52.72
Cora
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 Cora dataset
85.1
ActivityNet-1.3
UnLoc-L
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 mAP IOU@0.5 score did the UnLoc-L model get on the ActivityNet-1.3 dataset
59.3
DDD17-SEG
EventSAM
Segment Any Events via Weighted Adaptation of Pivotal Tokens
2023-12-24T00:00:00
https://arxiv.org/abs/2312.16222v1
[ "https://github.com/happychenpipi/eventsam" ]
In the paper 'Segment Any Events via Weighted Adaptation of Pivotal Tokens', what mIoU score did the EventSAM model get on the DDD17-SEG dataset
0.37
LLVIP
MMPedestron
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset
2024-07-14T00:00:00
https://arxiv.org/abs/2407.10125v1
[ "https://github.com/BubblyYi/MMPedestron" ]
In the paper 'When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset', what AP score did the MMPedestron model get on the LLVIP dataset
0.726
DUTS-TE
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 MAE score did the SAM2-UNet model get on the DUTS-TE dataset
0.020
TvSum
UVCOM (train from scratch)
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
2023-11-28T00:00:00
https://arxiv.org/abs/2311.16464v1
[ "https://github.com/easonxiao-888/uvcom" ]
In the paper 'Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection', what mAP score did the UVCOM (train from scratch) model get on the TvSum dataset
86.3
BoolQ
PaLM 2-S (1-shot)
PaLM 2 Technical Report
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10403v3
[ "https://github.com/eternityyw/tram-benchmark" ]
In the paper 'PaLM 2 Technical Report', what Accuracy score did the PaLM 2-S (1-shot) model get on the BoolQ dataset
88.1
Chameleon (60%/20%/20% random splits)
HH-GCN
Half-Hop: A graph upsampling approach for slowing down message passing
2023-08-17T00:00:00
https://arxiv.org/abs/2308.09198v1
[ "https://github.com/nerdslab/halfhop" ]
In the paper 'Half-Hop: A graph upsampling approach for slowing down message passing', what 1:1 Accuracy score did the HH-GCN model get on the Chameleon (60%/20%/20% random splits) dataset
60.24 ± 1.93
WHU-CD
ChangeMamba
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model
2024-04-04T00:00:00
https://arxiv.org/abs/2404.03425v6
[ "https://github.com/chenhongruixuan/mambacd" ]
In the paper 'ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model', what F1 score did the ChangeMamba model get on the WHU-CD dataset
94.19
LAVIB
EMA-VFI
LAVIB: A Large-scale Video Interpolation Benchmark
2024-06-14T00:00:00
https://arxiv.org/abs/2406.09754v2
[ "https://github.com/alexandrosstergiou/lavib" ]
In the paper 'LAVIB: A Large-scale Video Interpolation Benchmark', what PSNR score did the EMA-VFI model get on the LAVIB dataset
33.14
ECLAIR
Res16UNet14C
ECLAIR: A High-Fidelity Aerial LiDAR Dataset for Semantic Segmentation
2024-04-16T00:00:00
https://arxiv.org/abs/2404.10699v1
[ "https://github.com/sharpershape/eclair-dataset" ]
In the paper 'ECLAIR: A High-Fidelity Aerial LiDAR Dataset for Semantic Segmentation', what F1 score did the Res16UNet14C model get on the ECLAIR dataset
0.845
TAO
GLEE-Lite
General Object Foundation Model for Images and Videos at Scale
2023-12-14T00:00:00
https://arxiv.org/abs/2312.09158v1
[ "https://github.com/FoundationVision/GLEE" ]
In the paper 'General Object Foundation Model for Images and Videos at Scale', what TETA score did the GLEE-Lite model get on the TAO dataset
40.1
Oxford 102 Flower
PromptKD
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models
2024-03-05T00:00:00
https://arxiv.org/abs/2403.02781v5
[ "https://github.com/zhengli97/promptkd" ]
In the paper 'PromptKD: Unsupervised Prompt Distillation for Vision-Language Models', what Harmonic mean score did the PromptKD model get on the Oxford 102 Flower dataset
90.24
ACE 2005
PromptNER [BERT-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 [BERT-large] model get on the ACE 2005 dataset
87.21
DUT-OMRON
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 MAE score did the SAM2-UNet model get on the DUT-OMRON dataset
0.039
DEplain-web-doc
long-mBART (trained on DEplain-web-doc)
DEPLAIN: A German Parallel Corpus with Intralingual Translations into Plain Language for Sentence and Document Simplification
2023-05-30T00:00:00
https://arxiv.org/abs/2305.18939v1
[ "https://github.com/rstodden/deplain" ]
In the paper 'DEPLAIN: A German Parallel Corpus with Intralingual Translations into Plain Language for Sentence and Document Simplification', what SARI (EASSE>=0.2.1) score did the long-mBART (trained on DEplain-web-doc) model get on the DEplain-web-doc dataset
49.584
HERA RFI Detection
Spiking Nerest Latent Neighbours
RFI Detection with Spiking Neural Networks
2023-11-24T00:00:00
https://arxiv.org/abs/2311.14303v2
[ "https://github.com/pritchardn/snn-nln" ]
In the paper 'RFI Detection with Spiking Neural Networks', what AUROC score did the Spiking Nerest Latent Neighbours model get on the HERA RFI Detection dataset
0.944
ImageNet 128x128
DisCo-Diff
DisCo-Diff: Enhancing Continuous Diffusion Models with Discrete Latents
2024-07-03T00:00:00
https://arxiv.org/abs/2407.03300v1
[ "https://github.com/gcorso/disco-diffdock" ]
In the paper 'DisCo-Diff: Enhancing Continuous Diffusion Models with Discrete Latents', what FID score did the DisCo-Diff model get on the ImageNet 128x128 dataset
1.73
VLCS
GMDG (RegNetY-16GF)
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 (RegNetY-16GF) model get on the VLCS dataset
82.4
ImageNet
KD++(T:resnet-152 S:resnet-50)
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 KD++(T:resnet-152 S:resnet-50) model get on the ImageNet dataset
77.48
MATH
CR (GPT-4 model, w/o code)
Cumulative Reasoning with Large Language Models
2023-08-08T00:00:00
https://arxiv.org/abs/2308.04371v6
[ "https://github.com/iiis-ai/cumulative-reasoning" ]
In the paper 'Cumulative Reasoning with Large Language Models', what Accuracy score did the CR (GPT-4 model, w/o code) model get on the MATH dataset
58.0
CIFAR-100
SparseSwin
SparseSwin: Swin Transformer with Sparse Transformer Block
2023-09-11T00:00:00
https://arxiv.org/abs/2309.05224v1
[ "https://github.com/krisnapinasthika/sparseswin" ]
In the paper 'SparseSwin: Swin Transformer with Sparse Transformer Block', what Percentage correct score did the SparseSwin model get on the CIFAR-100 dataset
85.35
NYU Depth v2
PGT (Swin-S)
Prompt Guided Transformer for Multi-Task Dense Prediction
2023-07-28T00:00:00
https://arxiv.org/abs/2307.15362v1
[ "https://github.com/innovator-zero/MTDP_Lib" ]
In the paper 'Prompt Guided Transformer for Multi-Task Dense Prediction', what Mean IoU score did the PGT (Swin-S) model get on the NYU Depth v2 dataset
46.43
MVTec AD
FAIR
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection
2023-09-13T00:00:00
https://arxiv.org/abs/2309.07068v1
[ "https://github.com/liutongkun/fair" ]
In the paper 'FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection', what Detection AUROC score did the FAIR model get on the MVTec AD dataset
98.6
BSD100 - 4x upscaling
WaveMixSR-V2
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency
2024-09-16T00:00:00
https://arxiv.org/abs/2409.10582v3
[ "https://github.com/pranavphoenix/WaveMixSR" ]
In the paper 'WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency', what PSNR score did the WaveMixSR-V2 model get on the BSD100 - 4x upscaling dataset
27.87
Electricity (720)
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 Electricity (720) dataset
0.185
BDD100K val
TwinLiteNet
TwinLiteNet: An Efficient and Lightweight Model for Driveable Area and Lane Segmentation in Self-Driving Cars
2023-07-20T00:00:00
https://arxiv.org/abs/2307.10705v5
[ "https://github.com/chequanghuy/TwinLiteNet" ]
In the paper 'TwinLiteNet: An Efficient and Lightweight Model for Driveable Area and Lane Segmentation in Self-Driving Cars', what Params (M) score did the TwinLiteNet model get on the BDD100K val dataset
0.43
ImageNet
BLIP-2 OPT
Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
2024-02-11T00:00:00
https://arxiv.org/abs/2402.07270v2
[ "https://github.com/lmb-freiburg/ovqa" ]
In the paper 'Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy', what Contains score did the BLIP-2 OPT model get on the ImageNet dataset
35.49
SportsMOT
MOTIP (Deformable DETR)
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) model get on the SportsMOT dataset
71.9
TAP-Vid-Kinetics-First
CoTracker
CoTracker: It is Better to Track Together
2023-07-14T00:00:00
https://arxiv.org/abs/2307.07635v3
[ "https://github.com/facebookresearch/co-tracker" ]
In the paper 'CoTracker: It is Better to Track Together', what Average Jaccard score did the CoTracker model get on the TAP-Vid-Kinetics-First dataset
48.8
ActivityNet-QA
VIOLET+
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09363v1
[ "https://github.com/mlvlab/ovqa" ]
In the paper 'Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models', what Accuracy score did the VIOLET+ model get on the ActivityNet-QA dataset
39.7
FaceDetection
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 FaceDetection dataset
0.6722
LibriSpeech test-other
Zipformer+pruned transducer (no external language model)
Zipformer: A faster and better encoder for automatic speech recognition
2023-10-17T00:00:00
https://arxiv.org/abs/2310.11230v4
[ "https://github.com/k2-fsa/icefall" ]
In the paper 'Zipformer: A faster and better encoder for automatic speech recognition', what Word Error Rate (WER) score did the Zipformer+pruned transducer (no external language model) model get on the LibriSpeech test-other dataset
4.38
VC-Clothes
CAL+DLCR
DLCR: A Generative Data Expansion Framework via Diffusion for Clothes-Changing Person Re-ID
2024-11-11T00:00:00
https://arxiv.org/abs/2411.07205v2
[ "https://github.com/croitorualin/dlcr" ]
In the paper 'DLCR: A Generative Data Expansion Framework via Diffusion for Clothes-Changing Person Re-ID', what Rank-1 score did the CAL+DLCR model get on the VC-Clothes dataset
87.1
A2D Sentences
SOC (Video-Swin-B)
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation
2023-05-26T00:00:00
https://arxiv.org/abs/2305.17011v1
[ "https://github.com/RobertLuo1/NeurIPS2023_SOC" ]
In the paper 'SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation', what Precision@0.5 score did the SOC (Video-Swin-B) model get on the A2D Sentences dataset
0.851
Aria Synthetic Environments
3DETR
EFM3D: A Benchmark for Measuring Progress Towards 3D Egocentric Foundation Models
2024-06-14T00:00:00
https://arxiv.org/abs/2406.10224v1
[ "https://github.com/facebookresearch/efm3d" ]
In the paper 'EFM3D: A Benchmark for Measuring Progress Towards 3D Egocentric Foundation Models', what MAP score did the 3DETR model get on the Aria Synthetic Environments dataset
33
GTA5 to Cityscapes
HALO
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
2023-06-19T00:00:00
https://arxiv.org/abs/2306.11180v5
[ "https://github.com/paolomandica/HALO" ]
In the paper 'Hyperbolic Active Learning for Semantic Segmentation under Domain Shift', what mIoU score did the HALO model get on the GTA5 to Cityscapes dataset
77.8
nuscenes Camera-Radar
RCM-Fusion
RCM-Fusion: Radar-Camera Multi-Level Fusion for 3D Object Detection
2023-07-17T00:00:00
https://arxiv.org/abs/2307.10249v5
[ "https://github.com/mjseong0414/RCM-Fusion" ]
In the paper 'RCM-Fusion: Radar-Camera Multi-Level Fusion for 3D Object Detection', what NDS score did the RCM-Fusion model get on the nuscenes Camera-Radar dataset
58.7
TGIF-QA
LocVLM-Vid-B
Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs
2024-04-11T00:00:00
https://arxiv.org/abs/2404.07449v1
[ "https://github.com/kahnchana/locvlm" ]
In the paper 'Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs', what Accuracy score did the LocVLM-Vid-B model get on the TGIF-QA dataset
51.8
GigaSpeech DEV
Zipformer+ CR-CTC/AED (no external language model)
CR-CTC: Consistency regularization on CTC for improved speech recognition
2024-10-07T00:00:00
https://arxiv.org/abs/2410.05101v3
[ "https://github.com/k2-fsa/icefall" ]
In the paper 'CR-CTC: Consistency regularization on CTC for improved speech recognition', what Word Error Rate (WER) score did the Zipformer+ CR-CTC/AED (no external language model) model get on the GigaSpeech DEV dataset
9.92
CATT
Alkhalil
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 Alkhalil model get on the CATT dataset
14.232
ImageNet
EfficientFormer-V2-S0
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 EfficientFormer-V2-S0 model get on the ImageNet dataset
71.53%
LFW
DAEFR
Dual Associated Encoder for Face Restoration
2023-08-14T00:00:00
https://arxiv.org/abs/2308.07314v2
[ "https://github.com/LIAGM/DAEFR" ]
In the paper 'Dual Associated Encoder for Face Restoration', what FID score did the DAEFR model get on the LFW dataset
47.532
ImageNet 64x64
2-rectified flow++ (NFE=2)
Improving the Training of Rectified Flows
2024-05-30T00:00:00
https://arxiv.org/abs/2405.20320v2
[ "https://github.com/sangyun884/rfpp" ]
In the paper 'Improving the Training of Rectified Flows', what FID score did the 2-rectified flow++ (NFE=2) model get on the ImageNet 64x64 dataset
3.64
MixSNIPS
BiSLU
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation
2023-08-28T00:00:00
https://arxiv.org/abs/2308.14654v1
[ "https://github.com/anhtunguyen98/bislu" ]
In the paper 'Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation', what Accuracy score did the BiSLU model get on the MixSNIPS dataset
97.8
ImageNet - ResNet 50 - 90% sparsity
Feather
Feather: An Elegant Solution to Effective DNN Sparsification
2023-10-03T00:00:00
https://arxiv.org/abs/2310.02448v1
[ "https://github.com/athglentis/feather" ]
In the paper 'Feather: An Elegant Solution to Effective DNN Sparsification', what Top-1 Accuracy score did the Feather model get on the ImageNet - ResNet 50 - 90% sparsity dataset
76.93
Mini-Imagenet 5-way (5-shot)
SemFew-Trans
Simple Semantic-Aided Few-Shot Learning
2023-11-30T00:00:00
https://arxiv.org/abs/2311.18649v3
[ "https://github.com/zhangdoudou123/semfew" ]
In the paper 'Simple Semantic-Aided Few-Shot Learning', what Accuracy score did the SemFew-Trans model get on the Mini-Imagenet 5-way (5-shot) dataset
86.49
SportsMOT
DeepEIoU + GTA
GTA: Global Tracklet Association for Multi-Object Tracking in Sports
2024-11-12T00:00:00
https://arxiv.org/abs/2411.08216v1
[ "https://github.com/sjc042/gta-link" ]
In the paper 'GTA: Global Tracklet Association for Multi-Object Tracking in Sports', what HOTA score did the DeepEIoU + GTA model get on the SportsMOT dataset
81.0
RefCOCO testA
VATEX
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding
2024-04-12T00:00:00
https://arxiv.org/abs/2404.08590v2
[ "https://github.com/nero1342/VATEX_RIS" ]
In the paper 'Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding', what mIoU score did the VATEX model get on the RefCOCO testA dataset
79.64
ImageNet 64x64
GDD-I
Diffusion Models Are Innate One-Step Generators
2024-05-31T00:00:00
https://arxiv.org/abs/2405.20750v2
[ "https://github.com/Zyriix/GDD" ]
In the paper 'Diffusion Models Are Innate One-Step Generators', what FID score did the GDD-I model get on the ImageNet 64x64 dataset
1.16
Kinetics-600 12 frames, 64x64
LARP
LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior
2024-10-28T00:00:00
https://arxiv.org/abs/2410.21264v1
[ "https://github.com/hywang66/LARP" ]
In the paper 'LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior', what FVD score did the LARP model get on the Kinetics-600 12 frames, 64x64 dataset
5.1
Coastal Inundation Maps with Floodwater Depth Values
CASPIAN
Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations
2024-06-06T00:00:00
https://arxiv.org/abs/2406.15451v1
[ "https://github.com/Arnukk/CASPIAN" ]
In the paper 'Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations', what Average MAE score did the CASPIAN model get on the Coastal Inundation Maps with Floodwater Depth Values dataset
0.06
USNA-Cn2 (short-duration)
Offshore Macro Meteorological
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 Offshore Macro Meteorological model get on the USNA-Cn2 (short-duration) dataset
0.178
ModelNet40
DeLA
Decoupled Local Aggregation for Point Cloud Learning
2023-08-31T00:00:00
https://arxiv.org/abs/2308.16532v1
[ "https://github.com/matrix-asc/dela" ]
In the paper 'Decoupled Local Aggregation for Point Cloud Learning', what Overall Accuracy score did the DeLA model get on the ModelNet40 dataset
94.0
Mol-Instruction
SLM4CRP
A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions
2024-04-15T00:00:00
https://arxiv.org/abs/2404.09606v1
[ "https://github.com/ai-hpc-research-team/slm4crp" ]
In the paper 'A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions', what METEOR score did the SLM4CRP model get on the Mol-Instruction dataset
0.901
DTD
RPO
Read-only Prompt Optimization for Vision-Language Few-shot Learning
2023-08-29T00:00:00
https://arxiv.org/abs/2308.14960v2
[ "https://github.com/mlvlab/rpo" ]
In the paper 'Read-only Prompt Optimization for Vision-Language Few-shot Learning', what Harmonic mean score did the RPO model get on the DTD dataset
68.61
ADE20K
MetaPrompt-SD
Harnessing Diffusion Models for Visual Perception with Meta Prompts
2023-12-22T00:00:00
https://arxiv.org/abs/2312.14733v1
[ "https://github.com/fudan-zvg/meta-prompts" ]
In the paper 'Harnessing Diffusion Models for Visual Perception with Meta Prompts', what Validation mIoU score did the MetaPrompt-SD model get on the ADE20K dataset
56.8
BACE
ChemBFN
A Bayesian Flow Network Framework for Chemistry Tasks
2024-07-28T00:00:00
https://arxiv.org/abs/2407.20294v1
[ "https://github.com/Augus1999/bayesian-flow-network-for-chemistry" ]
In the paper 'A Bayesian Flow Network Framework for Chemistry Tasks', what ROC-AUC score did the ChemBFN model get on the BACE dataset
73.56
MVTec AD
AdaCLIP
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection
2024-07-22T00:00:00
https://arxiv.org/abs/2407.15795v1
[ "https://github.com/caoyunkang/adaclip" ]
In the paper 'AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection', what Detection AUROC score did the AdaCLIP model get on the MVTec AD dataset
89.2