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VOT2020
ODTrack-B
ODTrack: Online Dense Temporal Token Learning for Visual Tracking
2024-01-03T00:00:00
https://arxiv.org/abs/2401.01686v1
[ "https://github.com/gxnu-zhonglab/odtrack" ]
In the paper 'ODTrack: Online Dense Temporal Token Learning for Visual Tracking', what EAO score did the ODTrack-B model get on the VOT2020 dataset
0.581
LVIS v1.0
LaMI-DETR
LaMI-DETR: Open-Vocabulary Detection with Language Model Instruction
2024-07-16T00:00:00
https://arxiv.org/abs/2407.11335v2
[ "https://github.com/eternaldolphin/lami-detr" ]
In the paper 'LaMI-DETR: Open-Vocabulary Detection with Language Model Instruction', what AP novel-LVIS base training score did the LaMI-DETR model get on the LVIS v1.0 dataset
43.4
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
SFCHD
TOOD
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 TOOD model get on the SFCHD dataset
78.9
LEVIR+
C2FNet
C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images
2024-04-22T00:00:00
https://arxiv.org/abs/2404.13838v1
[ "https://github.com/chengxihan/c2f-semicd-and-c2f-cdnet" ]
In the paper 'C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images', what F1 score did the C2FNet model get on the LEVIR+ dataset
79.15
RefCoCo val
PSALM
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model
2024-03-21T00:00:00
https://arxiv.org/abs/2403.14598v1
[ "https://github.com/zamling/psalm" ]
In the paper 'PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model', what Overall IoU score did the PSALM model get on the RefCoCo val dataset
83.6
Atari 2600 Yars Revenge
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 Yars Revenge dataset
29231.9
PASCAL Context-59
MAFT+
Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation
2024-08-01T00:00:00
https://arxiv.org/abs/2408.00744v2
[ "https://github.com/jiaosiyu1999/MAFT-Plus" ]
In the paper 'Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation', what mIoU score did the MAFT+ model get on the PASCAL Context-59 dataset
59.4
GOT-10k
HIPTrack
HIPTrack: Visual Tracking with Historical Prompts
2023-11-03T00:00:00
https://arxiv.org/abs/2311.02072v2
[ "https://github.com/wenruicai/hiptrack" ]
In the paper 'HIPTrack: Visual Tracking with Historical Prompts', what Average Overlap score did the HIPTrack model get on the GOT-10k dataset
77.4
OUMVLP
GaitSTR
GaitSTR: Gait Recognition with Sequential Two-stream Refinement
2024-04-02T00:00:00
https://arxiv.org/abs/2404.02345v1
[ "https://github.com/ZoeyZheng0/GaitSTR" ]
In the paper 'GaitSTR: Gait Recognition with Sequential Two-stream Refinement', what Averaged rank-1 acc(%) score did the GaitSTR model get on the OUMVLP dataset
90.2
NExT-QA
mPLUG-Owl3(8B)
mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models
2024-08-09T00:00:00
https://arxiv.org/abs/2408.04840v2
[ "https://github.com/x-plug/mplug-owl" ]
In the paper 'mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models', what Accuracy score did the mPLUG-Owl3(8B) model get on the NExT-QA dataset
78.6
NAS-Bench-301
DiNAS
Multi-conditioned Graph Diffusion for Neural Architecture Search
2024-03-09T00:00:00
https://arxiv.org/abs/2403.06020v2
[ "https://github.com/rohanasthana/dinas" ]
In the paper 'Multi-conditioned Graph Diffusion for Neural Architecture Search', what Accuracy (Val) score did the DiNAS model get on the NAS-Bench-301 dataset
94.92
VideoInstruct
IG-VLM-GPT4v
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM
2024-03-27T00:00:00
https://arxiv.org/abs/2403.18406v1
[ "https://github.com/imagegridworth/IG-VLM" ]
In the paper 'An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM', what Correctness of Information score did the IG-VLM-GPT4v model get on the VideoInstruct dataset
3.40
RefCOCO testB
MaskRIS (Swin-B, combined DB)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation
2024-11-28T00:00:00
https://arxiv.org/abs/2411.19067v1
[ "https://github.com/naver-ai/maskris" ]
In the paper 'MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation', what Overall IoU score did the MaskRIS (Swin-B, combined DB) model get on the RefCOCO testB dataset
75.1
VoxCeleb1
ReDimNet-B3-LM (3.0M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B3-LM (3.0M) model get on the VoxCeleb1 dataset
0.5
COLLAB
R-GCN + PANDA
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
2024-06-06T00:00:00
https://arxiv.org/abs/2406.03671v2
[ "https://github.com/jeongwhanchoi/panda" ]
In the paper 'PANDA: Expanded Width-Aware Message Passing Beyond Rewiring', what Accuracy score did the R-GCN + PANDA model get on the COLLAB dataset
71.4%
YouCook2
HowToCaption
HowToCaption: Prompting LLMs to Transform Video Annotations at Scale
2023-10-07T00:00:00
https://arxiv.org/abs/2310.04900v2
[ "https://github.com/ninatu/howtocaption" ]
In the paper 'HowToCaption: Prompting LLMs to Transform Video Annotations at Scale', what BLEU-4 score did the HowToCaption model get on the YouCook2 dataset
8.8
HIV dataset
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 AUC score did the ChemBFN model get on the HIV dataset dataset
0.794
HACS
RDFA-S6 (InternVideo2-6B)
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism
2024-07-18T00:00:00
https://arxiv.org/abs/2407.13078v1
[ "https://github.com/lsy0882/RDFA-S6" ]
In the paper 'Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism', what Average-mAP score did the RDFA-S6 (InternVideo2-6B) model get on the HACS dataset
45.8
ScreenSpot
OS-Atlas-Base-7B
OS-ATLAS: A Foundation Action Model for Generalist GUI Agents
2024-10-30T00:00:00
https://arxiv.org/abs/2410.23218v1
[ "https://github.com/OS-Copilot/OS-Atlas" ]
In the paper 'OS-ATLAS: A Foundation Action Model for Generalist GUI Agents', what Accuracy (%) score did the OS-Atlas-Base-7B model get on the ScreenSpot dataset
82.47
UCF101
DePT
DePT: Decoupled Prompt Tuning
2023-09-14T00:00:00
https://arxiv.org/abs/2309.07439v2
[ "https://github.com/koorye/dept" ]
In the paper 'DePT: Decoupled Prompt Tuning', what Harmonic mean score did the DePT model get on the UCF101 dataset
82.46
FineAction
DyFADet (VideoMAE v2-g)
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection
2024-07-03T00:00:00
https://arxiv.org/abs/2407.03197v1
[ "https://github.com/yangle15/DyFADet-pytorch" ]
In the paper 'DyFADet: Dynamic Feature Aggregation for Temporal Action Detection', what mAP score did the DyFADet (VideoMAE v2-g) model get on the FineAction dataset
23.8
SVT
CPPD
Context Perception Parallel Decoder for Scene Text Recognition
2023-07-23T00:00:00
https://arxiv.org/abs/2307.12270v2
[ "https://github.com/PaddlePaddle/PaddleOCR" ]
In the paper 'Context Perception Parallel Decoder for Scene Text Recognition', what Accuracy score did the CPPD model get on the SVT dataset
98.5
CoNLL-2014 Shared Task (10 annotations)
GRECO (vote+ESC)
System Combination via Quality Estimation for Grammatical Error Correction
2023-10-23T00:00:00
https://arxiv.org/abs/2310.14947v1
[ "https://github.com/nusnlp/greco" ]
In the paper 'System Combination via Quality Estimation for Grammatical Error Correction', what F0.5 score did the GRECO (vote+ESC) model get on the CoNLL-2014 Shared Task (10 annotations) dataset
85.21
VoxCeleb
ReDimNet-B3-LM-ASNorm (3.0M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B3-LM-ASNorm (3.0M) model get on the VoxCeleb dataset
0.47
Stanford2D3D Panoramic
SFSS-MMSI (RGB+HHA)
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09369v1
[ "https://github.com/sguttikon/SFSS-MMSI" ]
In the paper 'Single Frame Semantic Segmentation Using Multi-Modal Spherical Images', what mIoU score did the SFSS-MMSI (RGB+HHA) model get on the Stanford2D3D Panoramic dataset
60.6%
BIG-bench (Penguins In A Table)
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 (Penguins In A Table) dataset
65.8
SUN-RGBD
DPLNet
Efficient Multimodal Semantic Segmentation via Dual-Prompt Learning
2023-12-01T00:00:00
https://arxiv.org/abs/2312.00360v2
[ "https://github.com/shaohuadong2021/dplnet" ]
In the paper 'Efficient Multimodal Semantic Segmentation via Dual-Prompt Learning', what Mean IoU score did the DPLNet model get on the SUN-RGBD dataset
52.8%
RealCQA
crct- 11th ep FineTune
RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order Logic
2023-08-03T00:00:00
https://arxiv.org/abs/2308.01979v1
[ "https://github.com/cse-ai-lab/RealCQA" ]
In the paper 'RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order Logic', what 1:1 Accuracy score did the crct- 11th ep FineTune model get on the RealCQA dataset
0.239897973990427
PF-PASCAL
GeoAware-SC (Supervised, AP-10K P.T.)
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
2023-11-28T00:00:00
https://arxiv.org/abs/2311.17034v2
[ "https://github.com/Junyi42/geoaware-sc" ]
In the paper 'Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence', what PCK score did the GeoAware-SC (Supervised, AP-10K P.T.) model get on the PF-PASCAL dataset
95.7
ScanObjectNN
PointMLS
ModelNet-O: A Large-Scale Synthetic Dataset for Occlusion-Aware Point Cloud Classification
2024-01-16T00:00:00
https://arxiv.org/abs/2401.08210v1
[ "https://github.com/fanglaosi/pointmls" ]
In the paper 'ModelNet-O: A Large-Scale Synthetic Dataset for Occlusion-Aware Point Cloud Classification', what Overall Accuracy score did the PointMLS model get on the ScanObjectNN dataset
86.6
MoCA-Mask
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 MoCA-Mask dataset
0.734
GSM8K
MMOS-DeepSeekMath-7B(0-shot,k=50)
An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning
2024-02-23T00:00:00
https://arxiv.org/abs/2403.00799v1
[ "https://github.com/cyzhh/MMOS" ]
In the paper 'An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning', what Accuracy score did the MMOS-DeepSeekMath-7B(0-shot,k=50) model get on the GSM8K dataset
87.2
SPair-71k
GMTR
GMTR: Graph Matching Transformers
2023-11-14T00:00:00
https://arxiv.org/abs/2311.08141v2
[ "https://github.com/jp-guo/gm-transformer" ]
In the paper 'GMTR: Graph Matching Transformers', what matching accuracy score did the GMTR model get on the SPair-71k dataset
0.832
MUTAG
R-GIN + PANDA
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
2024-06-06T00:00:00
https://arxiv.org/abs/2406.03671v2
[ "https://github.com/jeongwhanchoi/panda" ]
In the paper 'PANDA: Expanded Width-Aware Message Passing Beyond Rewiring', what Accuracy score did the R-GIN + PANDA model get on the MUTAG dataset
88.2%
Squirrel
DJ-GNN
Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters
2023-06-29T00:00:00
https://arxiv.org/abs/2306.16976v1
[ "https://github.com/AhmedBegggaUA/TFM" ]
In the paper 'Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters', what Accuracy score did the DJ-GNN model get on the Squirrel dataset
73.48±1.59
CHAMELEON
BiRefNet
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
2024-01-07T00:00:00
https://arxiv.org/abs/2401.03407v6
[ "https://github.com/zhengpeng7/birefnet" ]
In the paper 'Bilateral Reference for High-Resolution Dichotomous Image Segmentation', what S-measure score did the BiRefNet model get on the CHAMELEON dataset
0.932
Weather2K114 (192)
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 Weather2K114 (192) dataset
0.405
BIG-bench (Reasoning About Colored Objects)
PaLM 2 (few-shot, k=3, CoT)
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, CoT) model get on the BIG-bench (Reasoning About Colored Objects) dataset
91.2
3DPW
HuManiFlow
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
2023-05-11T00:00:00
https://arxiv.org/abs/2305.06968v1
[ "https://github.com/akashsengupta1997/humaniflow" ]
In the paper 'HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation', what PA-MPJPE score did the HuManiFlow model get on the 3DPW dataset
53.4
GTA-to-Avg(Cityscapes,BDD,Mapillary)
CLOUDS
Collaborating Foundation Models for Domain Generalized Semantic Segmentation
2023-12-15T00:00:00
https://arxiv.org/abs/2312.09788v2
[ "https://github.com/yasserben/clouds" ]
In the paper 'Collaborating Foundation Models for Domain Generalized Semantic Segmentation', what mIoU score did the CLOUDS model get on the GTA-to-Avg(Cityscapes,BDD,Mapillary) dataset
61.5
HIDE (trained on GOPRO)
ID-Blau (FFTformer)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
2023-12-18T00:00:00
https://arxiv.org/abs/2312.10998v2
[ "https://github.com/plusgood-steven/id-blau" ]
In the paper 'ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation', what PSNR (sRGB) score did the ID-Blau (FFTformer) model get on the HIDE (trained on GOPRO) dataset
31.94
COCO-20i (1-shot)
MSDNet (ResNet-101)
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
2024-09-17T00:00:00
https://arxiv.org/abs/2409.11316v1
[ "https://github.com/amirrezafateh/msdnet" ]
In the paper 'MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping', what Mean IoU score did the MSDNet (ResNet-101) model get on the COCO-20i (1-shot) dataset
48.5
Squirrel
CoED
Improving Graph Neural Networks by Learning Continuous Edge Directions
2024-10-18T00:00:00
https://arxiv.org/abs/2410.14109v1
[ "https://github.com/hormoz-lab/coed-gnn" ]
In the paper 'Improving Graph Neural Networks by Learning Continuous Edge Directions', what Accuracy score did the CoED model get on the Squirrel dataset
75.32±1.82
MedConceptsQA
HuggingFaceH4/zephyr-7b-beta
Zephyr: Direct Distillation of LM Alignment
2023-10-25T00:00:00
https://arxiv.org/abs/2310.16944v1
[ "https://github.com/huggingface/alignment-handbook" ]
In the paper 'Zephyr: Direct Distillation of LM Alignment', what Accuracy score did the HuggingFaceH4/zephyr-7b-beta model get on the MedConceptsQA dataset
25.058
UBnormal
MULDE-frame-centric-micro-one-class-classification
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
2024-03-21T00:00:00
https://arxiv.org/abs/2403.14497v1
[ "https://github.com/jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection" ]
In the paper 'MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection', what AUC score did the MULDE-frame-centric-micro-one-class-classification model get on the UBnormal dataset
72.8%
MSR-VTT
UCoFiA
Unified Coarse-to-Fine Alignment for Video-Text Retrieval
2023-09-18T00:00:00
https://arxiv.org/abs/2309.10091v1
[ "https://github.com/ziyang412/ucofia" ]
In the paper 'Unified Coarse-to-Fine Alignment for Video-Text Retrieval', what text-to-video R@1 score did the UCoFiA model get on the MSR-VTT dataset
49.4
MCubeS
MMSFormer (RGB-A)
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-A) model get on the MCubeS dataset
51.30%
Oxford 102 Flower
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 Oxford 102 Flower dataset
84.50
CIFAR-FS 5-way (1-shot)
PT+MAP+SF+BPA (transductive)
The Balanced-Pairwise-Affinities Feature Transform
2024-06-25T00:00:00
https://arxiv.org/abs/2407.01467v1
[ "https://github.com/danielshalam/bpa" ]
In the paper 'The Balanced-Pairwise-Affinities Feature Transform', what Accuracy score did the PT+MAP+SF+BPA (transductive) model get on the CIFAR-FS 5-way (1-shot) dataset
89.94
Electricity (96)
MoLE-RMLP
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-RMLP model get on the Electricity (96) dataset
0.129
VoxCeleb1
ReDimNet-B6-SF2-LM (15.0M)
Reshape Dimensions Network for Speaker Recognition
2024-07-25T00:00:00
https://arxiv.org/abs/2407.18223v2
[ "https://github.com/IDRnD/ReDimNet" ]
In the paper 'Reshape Dimensions Network for Speaker Recognition', what EER score did the ReDimNet-B6-SF2-LM (15.0M) model get on the VoxCeleb1 dataset
0.4
3D Object Detection on Argoverse2 Camera Only
Far3D
Far3D: Expanding the Horizon for Surround-view 3D Object Detection
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09616v2
[ "https://github.com/megvii-research/far3d" ]
In the paper 'Far3D: Expanding the Horizon for Surround-view 3D Object Detection', what Average mAP score did the Far3D model get on the 3D Object Detection on Argoverse2 Camera Only dataset
24.4
AfriSenti
Random
UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis
2023-06-01T00:00:00
https://arxiv.org/abs/2306.01093v1
[ "https://github.com/zerohd4869/sacl" ]
In the paper 'UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis', what weighted-F1 score score did the Random model get on the AfriSenti dataset
0.34
InvertedPendulum-v2
TLA
Optimizing Attention and Cognitive Control Costs Using Temporally-Layered Architectures
2023-05-30T00:00:00
https://arxiv.org/abs/2305.18701v3
[ "https://github.com/dee0512/Temporally-Layered-Architecture" ]
In the paper 'Optimizing Attention and Cognitive Control Costs Using Temporally-Layered Architectures', what Mean Reward score did the TLA model get on the InvertedPendulum-v2 dataset
1000
UVG
DiQP on AV1 with QP 255
Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression
2024-12-12T00:00:00
https://arxiv.org/abs/2412.08912v1
[ "https://github.com/alimd94/DiQP" ]
In the paper 'Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression', what Average PSNR (dB) score did the DiQP on AV1 with QP 255 model get on the UVG dataset
32.551
ImageNet 256x256
VAR (Visual Autoregressive)
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction
2024-04-03T00:00:00
https://arxiv.org/abs/2404.02905v2
[ "https://github.com/FoundationVision/VAR" ]
In the paper 'Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction', what FID score did the VAR (Visual Autoregressive) model get on the ImageNet 256x256 dataset
1.73
CIFAR-10
Blackout Diffusion
Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces
2023-05-18T00:00:00
https://arxiv.org/abs/2305.11089v1
[ "https://github.com/lanl/blackout-diffusion" ]
In the paper 'Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces', what FID score did the Blackout Diffusion model get on the CIFAR-10 dataset
4.58
Amazon-Health
HetroFair
Heterophily-Aware Fair Recommendation using Graph Convolutional Networks
2024-01-31T00:00:00
https://arxiv.org/abs/2402.03365v2
[ "https://github.com/nematgh/hetrofair" ]
In the paper 'Heterophily-Aware Fair Recommendation using Graph Convolutional Networks', what NDCG@20 score did the HetroFair model get on the Amazon-Health dataset
0.1334
Lipogram-e
GPT-2-fine-tuned-5-epochs
Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio
2023-06-28T00:00:00
https://arxiv.org/abs/2306.15926v1
[ "https://github.com/hellisotherpeople/constrained-text-generation-studio" ]
In the paper 'Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio', what Ignored Constraint Error Rate score did the GPT-2-fine-tuned-5-epochs model get on the Lipogram-e dataset
0.5%
ShanghaiTech
DAC(STG-NF + Jigsaw)
Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach
2023-09-26T00:00:00
https://arxiv.org/abs/2309.14622v2
[ "https://github.com/XiaoJian923/Divide-and-Conquer" ]
In the paper 'Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach', what AUC score did the DAC(STG-NF + Jigsaw) model get on the ShanghaiTech dataset
87.72%
ActivityNet-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 ActivityNet-QA dataset
37.4
SCUT-CTW1500
MixNet
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild
2023-08-23T00:00:00
https://arxiv.org/abs/2308.12817v2
[ "https://github.com/D641593/MixNet" ]
In the paper 'MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild', what F-Measure score did the MixNet model get on the SCUT-CTW1500 dataset
89.8
ImageNet
GTP-ViT-L/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-ViT-L/P8 model get on the ImageNet dataset
83.7%
Synthetic
DyEdgeGAT
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems
2023-07-07T00:00:00
https://arxiv.org/abs/2307.03761v3
[ "https://github.com/mengjiezhao/dyedgegat" ]
In the paper 'DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems', what AUC score did the DyEdgeGAT model get on the Synthetic dataset
0.83
EuroSAT
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 EuroSAT dataset
76.79
DuoRC
Hybrid-RecallM
RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models
2023-07-06T00:00:00
https://arxiv.org/abs/2307.02738v3
[ "https://github.com/cisco-open/DeepVision/tree/main/recallm" ]
In the paper 'RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models', what Accuracy score did the Hybrid-RecallM model get on the DuoRC dataset
52.68
Electricity (96)
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 Electricity (96) dataset
0.129
ACOS
ChatGPT (gpt-3.5-turbo, zero-shot)
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 (Restaurant) score did the ChatGPT (gpt-3.5-turbo, zero-shot) model get on the ACOS dataset
27.11
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 TACRED dataset
52.2
Weather (720)
RLinear-CI
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
2023-05-18T00:00:00
https://arxiv.org/abs/2305.10721v1
[ "https://github.com/plumprc/rtsf" ]
In the paper 'Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping', what MSE score did the RLinear-CI model get on the Weather (720) dataset
0.314
GTA5-to-Cityscapes
CMFormer
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation
2023-07-01T00:00:00
https://arxiv.org/abs/2307.00371v5
[ "https://github.com/BiQiWHU/CMFormer" ]
In the paper 'Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation', what mIoU score did the CMFormer model get on the GTA5-to-Cityscapes dataset
55.31
PHEVA
TSGAD (Pose Branch)
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 TSGAD (Pose Branch) model get on the PHEVA dataset
68
MPI-INF-3DHP
ARTS (Resnet50 L=16)
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos
2024-10-21T00:00:00
https://arxiv.org/abs/2410.15582v1
[ "https://github.com/tangtao-pku/arts" ]
In the paper 'ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos', what MPJPE score did the ARTS (Resnet50 L=16) model get on the MPI-INF-3DHP dataset
71.8
Weather (96)
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 (96) dataset
0.144
HMDB51
OTI(ViT-L/14)
Orthogonal Temporal Interpolation for Zero-Shot Video Recognition
2023-08-14T00:00:00
https://arxiv.org/abs/2308.06897v1
[ "https://github.com/sweetorangezhuyan/mm2023_oti" ]
In the paper 'Orthogonal Temporal Interpolation for Zero-Shot Video Recognition', what Top-1 Accuracy score did the OTI(ViT-L/14) model get on the HMDB51 dataset
64
CIFAR-10, 250 Labels
ShrinkMatch
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning
2023-08-13T00:00:00
https://arxiv.org/abs/2308.06777v1
[ "https://github.com/LiheYoung/ShrinkMatch" ]
In the paper 'Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning', what Percentage error score did the ShrinkMatch model get on the CIFAR-10, 250 Labels dataset
4.74
Office-Home
PDA (CLIP, ResNet-50)
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
2023-12-15T00:00:00
https://arxiv.org/abs/2312.09553v2
[ "https://github.com/baishuanghao/prompt-based-distribution-alignment" ]
In the paper 'Prompt-based Distribution Alignment for Unsupervised Domain Adaptation', what Accuracy score did the PDA (CLIP, ResNet-50) model get on the Office-Home dataset
75.3
COCO-20i (1-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 COCO-20i (1-shot) dataset
46.3
HellaSwag
LLaMA3+MoSLoRA
Mixture-of-Subspaces in Low-Rank Adaptation
2024-06-16T00:00:00
https://arxiv.org/abs/2406.11909v3
[ "https://github.com/wutaiqiang/moslora" ]
In the paper 'Mixture-of-Subspaces in Low-Rank Adaptation', what Accuracy score did the LLaMA3+MoSLoRA model get on the HellaSwag dataset
95.0
BDD100K test
ContrasTR
Contrastive Learning for Multi-Object Tracking with Transformers
2023-11-14T00:00:00
https://arxiv.org/abs/2311.08043v1
[ "https://github.com/pfdp0/ContrasTR" ]
In the paper 'Contrastive Learning for Multi-Object Tracking with Transformers', what mMOTA score did the ContrasTR model get on the BDD100K test dataset
42.8
COVERAGE
Late Fusion
MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization
2023-12-04T00:00:00
https://arxiv.org/abs/2312.01790v2
[ "https://github.com/idt-iti/mmfusion-iml" ]
In the paper 'MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization', what AUC score did the Late Fusion model get on the COVERAGE dataset
.792
Electricity (192)
DiPE-Linear
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
2024-11-26T00:00:00
https://arxiv.org/abs/2411.17257v1
[ "https://github.com/wintertee/dipe-linear" ]
In the paper 'Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting', what MSE score did the DiPE-Linear model get on the Electricity (192) dataset
0.148
BIG-bench (Date Understanding)
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 (Date Understanding) dataset
74.0
BIRD (BIg Bench for LaRge-scale Database Grounded Text-to-SQL Evaluation)
MAC-SQL + GPT-4
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
2023-12-18T00:00:00
https://arxiv.org/abs/2312.11242v5
[ "https://github.com/wbbeyourself/mac-sql" ]
In the paper 'MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL', what Execution Accuracy % (Test) score did the MAC-SQL + GPT-4 model get on the BIRD (BIg Bench for LaRge-scale Database Grounded Text-to-SQL Evaluation) dataset
59.59
Turbulence
GPT-4
Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code
2023-12-22T00:00:00
https://arxiv.org/abs/2312.14856v2
[ "https://github.com/shahinhonarvar/turbulence-benchmark" ]
In the paper 'Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code', what CorrSc score did the GPT-4 model get on the Turbulence dataset
0.848
Rope3D
CoBEV
CoBEV: Elevating Roadside 3D Object Detection with Depth and Height Complementarity
2023-10-04T00:00:00
https://arxiv.org/abs/2310.02815v3
[ "https://github.com/MasterHow/CoBEV" ]
In the paper 'CoBEV: Elevating Roadside 3D Object Detection with Depth and Height Complementarity', what AP@0.7 score did the CoBEV model get on the Rope3D dataset
52.72
HellaSwag
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 HellaSwag dataset
85.6
Peptides-func
GCN + PANDA
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
2024-06-06T00:00:00
https://arxiv.org/abs/2406.03671v2
[ "https://github.com/jeongwhanchoi/panda" ]
In the paper 'PANDA: Expanded Width-Aware Message Passing Beyond Rewiring', what AP score did the GCN + PANDA model get on the Peptides-func dataset
0.6028±0.0031
LVIS v1.0
RALF
Retrieval-Augmented Open-Vocabulary Object Detection
2024-04-08T00:00:00
https://arxiv.org/abs/2404.05687v1
[ "https://github.com/mlvlab/RALF" ]
In the paper 'Retrieval-Augmented Open-Vocabulary Object Detection', what AP novel-LVIS base training score did the RALF model get on the LVIS v1.0 dataset
21.9
LDC2017T10
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 LDC2017T10 dataset
86.1
IllusionVQA
Gemini-Pro
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models
2024-03-23T00:00:00
https://arxiv.org/abs/2403.15952v3
[ "https://github.com/csebuetnlp/illusionvqa" ]
In the paper 'IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models', what Accuracy score did the Gemini-Pro model get on the IllusionVQA dataset
51.26
ColonINST-v1 (Unseen)
Bunny-v1.0-3B (w/ LoRA, w/o extra data)
Efficient Multimodal Learning from Data-centric Perspective
2024-02-18T00:00:00
https://arxiv.org/abs/2402.11530v3
[ "https://github.com/baai-dcai/bunny" ]
In the paper 'Efficient Multimodal Learning from Data-centric Perspective', what Accuray score did the Bunny-v1.0-3B (w/ LoRA, w/o extra data) model get on the ColonINST-v1 (Unseen) dataset
75.50
MM-Vet v2
IXC2-VL-7B
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model
2024-01-29T00:00:00
https://arxiv.org/abs/2401.16420v1
[ "https://github.com/internlm/internlm-xcomposer" ]
In the paper 'InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model', what GPT-4 score score did the IXC2-VL-7B model get on the MM-Vet v2 dataset
42.5±0.3
PCPNet
MSECNet
MSECNet: Accurate and Robust Normal Estimation for 3D Point Clouds by Multi-Scale Edge Conditioning
2023-08-04T00:00:00
https://arxiv.org/abs/2308.02237
[ "https://github.com/martianxiu/MSECNet" ]
In the paper 'MSECNet: Accurate and Robust Normal Estimation for 3D Point Clouds by Multi-Scale Edge Conditioning', what RMSE score did the MSECNet model get on the PCPNet dataset
9.76
DID-MDN
OneRestore
OneRestore: A Universal Restoration Framework for Composite Degradation
2024-07-05T00:00:00
https://arxiv.org/abs/2407.04621v4
[ "https://github.com/gy65896/onerestore" ]
In the paper 'OneRestore: A Universal Restoration Framework for Composite Degradation', what PSNR score did the OneRestore model get on the DID-MDN dataset
32.89
MATH
GPT-4-code model (CSV, w/ code)
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification
2023-08-15T00:00:00
https://arxiv.org/abs/2308.07921v1
[ "https://github.com/kipok/nemo-skills" ]
In the paper 'Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification', what Accuracy score did the GPT-4-code model (CSV, w/ code) model get on the MATH dataset
73.5
TriviaQA
PaLM 2-L (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-L (one-shot) model get on the TriviaQA dataset
86.1
KPI
CARLA
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09296v4
[ "https://github.com/zamanzadeh/CARLA" ]
In the paper 'CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection', what precision score did the CARLA model get on the KPI dataset
0.195
GTA5-to-Cityscapes
DIFF
Diffusion Features to Bridge Domain Gap for Semantic Segmentation
2024-06-02T00:00:00
https://arxiv.org/abs/2406.00777v2
[ "https://github.com/Yux1angJi/DIFF" ]
In the paper 'Diffusion Features to Bridge Domain Gap for Semantic Segmentation', what mIoU score did the DIFF model get on the GTA5-to-Cityscapes dataset
58.01