dataset
stringlengths
0
82
model_name
stringlengths
0
150
paper_title
stringlengths
19
175
paper_date
timestamp[ns]
paper_url
stringlengths
32
35
code_links
listlengths
1
1
prompts
stringlengths
105
331
answer
stringlengths
1
67
OLID
RoBERTa-large-ST
Noisy Self-Training with Data Augmentations for Offensive and Hate Speech Detection Tasks
2023-07-31T00:00:00
https://arxiv.org/abs/2307.16609v1
[ "https://github.com/jaugusto97/offense-self-training" ]
In the paper 'Noisy Self-Training with Data Augmentations for Offensive and Hate Speech Detection Tasks', what Macro F1 score did the RoBERTa-large-ST model get on the OLID dataset
80.7
GigaSpeech TEST
Zipformer+pruned transducer (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+pruned transducer (no external language model) model get on the GigaSpeech TEST dataset
10.2
FP-R-E
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-R-E dataset
64.12
ICFG-PEDES
RDE
Noisy-Correspondence Learning for Text-to-Image Person Re-identification
2023-08-19T00:00:00
https://arxiv.org/abs/2308.09911v3
[ "https://github.com/QinYang79/RDE" ]
In the paper 'Noisy-Correspondence Learning for Text-to-Image Person Re-identification', what Rank 1 score did the RDE model get on the ICFG-PEDES dataset
66.54
LVIS v1.0 val
GLEE-Pro
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 mask AP score did the GLEE-Pro model get on the LVIS v1.0 val dataset
49.9
COCO test-dev
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 box mAP score did the GLEE-Lite model get on the COCO test-dev dataset
54.7
JIGSAWS
RICA^2 (Deterministic)
RICA2: Rubric-Informed, Calibrated Assessment of Actions
2024-08-04T00:00:00
https://arxiv.org/abs/2408.02138v2
[ "https://github.com/abrarmajeedi/rica2_aqa" ]
In the paper 'RICA2: Rubric-Informed, Calibrated Assessment of Actions', what Spearman Correlation score did the RICA^2 (Deterministic) model get on the JIGSAWS dataset
0.9
Something-Something V1
TDS-CLIP-ViT-L/14(8frames)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning
2024-08-20T00:00:00
https://arxiv.org/abs/2408.10688v1
[ "https://github.com/BBYL9413/TDS-CLIP" ]
In the paper 'TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning', what Top 1 Accuracy score did the TDS-CLIP-ViT-L/14(8frames) model get on the Something-Something V1 dataset
63.0
Winoground
BLIP2 (ft COCO)
What You See is What You Read? Improving Text-Image Alignment Evaluation
2023-05-17T00:00:00
https://arxiv.org/abs/2305.10400v4
[ "https://github.com/yonatanbitton/wysiwyr" ]
In the paper 'What You See is What You Read? Improving Text-Image Alignment Evaluation', what Text Score score did the BLIP2 (ft COCO) model get on the Winoground dataset
44.00
CIFAR-10
BFN
Bayesian Flow Networks
2023-08-14T00:00:00
https://arxiv.org/abs/2308.07037v5
[ "https://github.com/nnaisense/bayesian-flow-networks" ]
In the paper 'Bayesian Flow Networks', what bits/dimension score did the BFN model get on the CIFAR-10 dataset
2.66
BenchLMM
Sphinx-V2-1K
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 GPT-3.5 score score did the Sphinx-V2-1K model get on the BenchLMM dataset
57.43
ICBHI Respiratory Sound Database
Audio-CLAP
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification
2024-06-10T00:00:00
https://arxiv.org/abs/2406.06786v2
[ "https://github.com/kaen2891/bts" ]
In the paper 'BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification', what ICBHI Score score did the Audio-CLAP model get on the ICBHI Respiratory Sound Database dataset
62.56
CropHarvest - Kenya
Feature-level fusion (sum)
A Comparative Assessment of Multi-view fusion learning for Crop Classification
2023-08-10T00:00:00
https://arxiv.org/abs/2308.05407v1
[ "https://github.com/fmenat/multiviewcropclassification" ]
In the paper 'A Comparative Assessment of Multi-view fusion learning for Crop Classification', what Average Accuracy score did the Feature-level fusion (sum) model get on the CropHarvest - Kenya dataset
0.630
GSM8K
MMOS-CODE-34B(0-shot)
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-CODE-34B(0-shot) model get on the GSM8K dataset
80.4
Electricity (720)
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 Electricity (720) dataset
0.18
CACD
MiVOLO-V2
Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation
2024-03-04T00:00:00
https://arxiv.org/abs/2403.02302v3
[ "https://github.com/wildchlamydia/mivolo" ]
In the paper 'Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation', what MAE score did the MiVOLO-V2 model get on the CACD dataset
3.89
ScanNet200
PPT+SparseUNet
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09718v2
[ "https://github.com/Pointcept/Pointcept" ]
In the paper 'Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training', what val mIoU score did the PPT+SparseUNet model get on the ScanNet200 dataset
31.9
BIG-bench (Logic Grid Puzzle)
PaLM-540B (few-shot, k=5)
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-540B (few-shot, k=5) model get on the BIG-bench (Logic Grid Puzzle) dataset
42.4
AI-TOD
YOLOv5+Inner-IoU
Inner-IoU: More Effective Intersection over Union Loss with Auxiliary Bounding Box
2023-11-06T00:00:00
https://arxiv.org/abs/2311.02877v4
[ "https://github.com/malagoutou/Inner-IoU" ]
In the paper 'Inner-IoU: More Effective Intersection over Union Loss with Auxiliary Bounding Box', what mAP50 score did the YOLOv5+Inner-IoU model get on the AI-TOD dataset
43.77
Tox21
elEmBERT-V1
Structure to Property: Chemical Element Embeddings and a Deep Learning Approach for Accurate Prediction of Chemical Properties
2023-09-17T00:00:00
https://arxiv.org/abs/2309.09355v3
[ "https://github.com/dmamur/elembert" ]
In the paper 'Structure to Property: Chemical Element Embeddings and a Deep Learning Approach for Accurate Prediction of Chemical Properties', what AUC score did the elEmBERT-V1 model get on the Tox21 dataset
0.961
SciTail
SplitEE-S
SplitEE: Early Exit in Deep Neural Networks with Split Computing
2023-09-17T00:00:00
https://arxiv.org/abs/2309.09195v1
[ "https://github.com/Div290/SplitEE/blob/main/README.md" ]
In the paper 'SplitEE: Early Exit in Deep Neural Networks with Split Computing', what Accuracy score did the SplitEE-S model get on the SciTail dataset
78.9
Biwi 3D Audiovisual Corpus of Affective Communication - B3D(AC)^2
FaceDiffuser
FaceDiffuser: Speech-Driven 3D Facial Animation Synthesis Using Diffusion
2023-09-20T00:00:00
https://arxiv.org/abs/2309.11306v1
[ "https://github.com/uuembodiedsocialai/FaceDiffuser" ]
In the paper 'FaceDiffuser: Speech-Driven 3D Facial Animation Synthesis Using Diffusion', what Lip Vertex Error score did the FaceDiffuser model get on the Biwi 3D Audiovisual Corpus of Affective Communication - B3D(AC)^2 dataset
4.2985
waymo vehicle
PillarNeXt
PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR Point Clouds
2023-05-08T00:00:00
https://arxiv.org/abs/2305.04925v1
[ "https://github.com/qcraftai/pillarnext" ]
In the paper 'PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR Point Clouds', what APH/L2 score did the PillarNeXt model get on the waymo vehicle dataset
75.76
CoNLL-2014 Shared Task
GRECO (voting+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 (voting+ESC) model get on the CoNLL-2014 Shared Task dataset
71.12
ImageNet - 1% labeled data
SynCo (ResNet-50) 800ep
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations
2024-10-03T00:00:00
https://arxiv.org/abs/2410.02401v5
[ "https://github.com/giakoumoglou/synco" ]
In the paper 'SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations', what Top 5 Accuracy score did the SynCo (ResNet-50) 800ep model get on the ImageNet - 1% labeled data dataset
77.5%
FLEURS X-eng
GenTranslateV2
GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators
2024-02-10T00:00:00
https://arxiv.org/abs/2402.06894v2
[ "https://github.com/yuchen005/gentranslate" ]
In the paper 'GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators', what ASR-BLEU score did the GenTranslateV2 model get on the FLEURS X-eng dataset
32.3
PCQM-Contact
ViT-PS
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance
2023-06-05T00:00:00
https://arxiv.org/abs/2306.02866v3
[ "https://github.com/jw9730/lps" ]
In the paper 'Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance', what Hits@1 score did the ViT-PS model get on the PCQM-Contact dataset
0.3287
CUHK
D-DFFNet
Depth and DOF Cues Make A Better Defocus Blur Detector
2023-06-20T00:00:00
https://arxiv.org/abs/2306.11334v1
[ "https://github.com/yuxinjin-whu/d-dffnet" ]
In the paper 'Depth and DOF Cues Make A Better Defocus Blur Detector', what MAE score did the D-DFFNet model get on the CUHK dataset
0.036
PlantVillage
DenseNet
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 DenseNet model get on the PlantVillage dataset
99.88
Ego4D
SOIA-DOD
Short-term Object Interaction Anticipation with Disentangled Object Detection @ Ego4D Short Term Object Interaction Anticipation Challenge
2024-07-08T00:00:00
https://arxiv.org/abs/2407.05713v1
[ "https://github.com/keenyjin/soia-dod" ]
In the paper 'Short-term Object Interaction Anticipation with Disentangled Object Detection @ Ego4D Short Term Object Interaction Anticipation Challenge', what Overall (Top5 mAP) score did the SOIA-DOD model get on the Ego4D dataset
6.221
NAS-Bench-201, CIFAR-10
IS-DARTS
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
2023-12-19T00:00:00
https://arxiv.org/abs/2312.12648v1
[ "https://github.com/hy-he/is-darts" ]
In the paper 'IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance', what Accuracy (Test) score did the IS-DARTS model get on the NAS-Bench-201, CIFAR-10 dataset
94.36
AM
BoP
From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis
2024-11-17T00:00:00
https://arxiv.org/abs/2411.11149v1
[ "https://github.com/kbogas/PAM_BoP" ]
In the paper 'From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis', what Accuracy score did the BoP model get on the AM dataset
92.41
gRefCOCO
SimVG-DB
SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion
2024-09-26T00:00:00
https://arxiv.org/abs/2409.17531v2
[ "https://github.com/dmmm1997/simvg" ]
In the paper 'SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion', what Precision@(F1=1, IoU≥0.5) score did the SimVG-DB model get on the gRefCOCO dataset
62.1
STL-10
RDUOT
A High-Quality Robust Diffusion Framework for Corrupted Dataset
2023-11-28T00:00:00
https://arxiv.org/abs/2311.17101v2
[ "https://github.com/VinAIResearch/RDUOT" ]
In the paper 'A High-Quality Robust Diffusion Framework for Corrupted Dataset', what FID score did the RDUOT model get on the STL-10 dataset
11.5
RETWEET
HP-CDE
Hawkes Process Based on Controlled Differential Equations
2023-05-09T00:00:00
https://arxiv.org/abs/2305.07031v2
[ "https://github.com/kookseungji/Hawkes-Process-Based-on-Controlled-Differential-Equations" ]
In the paper 'Hawkes Process Based on Controlled Differential Equations', what Accuracy score did the HP-CDE model get on the RETWEET dataset
0.552±0.009
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
38.2
EQ-Bench
openchat/openchat 3.5
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 openchat/openchat 3.5 model get on the EQ-Bench dataset
37.08
AGORA
W-HMR
W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration
2023-11-29T00:00:00
https://arxiv.org/abs/2311.17460v6
[ "https://github.com/yw0208/W-HMR" ]
In the paper 'W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration', what B-NMVE score did the W-HMR model get on the AGORA dataset
70.4
Aria Synthetic Environments
ImVoxelNet
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 ImVoxelNet model get on the Aria Synthetic Environments dataset
64
SAFIM
codegen-6B-multi
Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks
2024-03-07T00:00:00
https://arxiv.org/abs/2403.04814v3
[ "https://github.com/gonglinyuan/safim" ]
In the paper 'Evaluation of LLMs on Syntax-Aware Code Fill-in-the-Middle Tasks', what Algorithmic score did the codegen-6B-multi model get on the SAFIM dataset
23.60
GSM8K
DART-Math-Llama3-70B-Uniform (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-Llama3-70B-Uniform (0-shot CoT, w/o code) model get on the GSM8K dataset
90.4
ROOR
LayoutLMv3-GlobalPointer (large)
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 Segment-level F1 score did the LayoutLMv3-GlobalPointer (large) model get on the ROOR dataset
82.38
GuitarSet
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 GuitarSet dataset
88.1
UCR Anomaly Archive
TimeVQVAE-AD
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling
2023-11-21T00:00:00
https://arxiv.org/abs/2311.12550v5
[ "https://github.com/ml4its/timevqvae-anomalydetection" ]
In the paper 'Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling', what accuracy score did the TimeVQVAE-AD model get on the UCR Anomaly Archive dataset
0.708
WildDESED
CRNN (WildDESED + Curriculrm learning)
WildDESED: An LLM-Powered Dataset for Wild Domestic Environment Sound Event Detection System
2024-07-04T00:00:00
https://arxiv.org/abs/2407.03656v3
[ "https://github.com/swagshaw/wilddesed" ]
In the paper 'WildDESED: An LLM-Powered Dataset for Wild Domestic Environment Sound Event Detection System', what PSDS1 (-5dB) score did the CRNN (WildDESED + Curriculrm learning) model get on the WildDESED dataset
0.049
EC-FUNSD
GeoLayoutLM
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 GeoLayoutLM model get on the EC-FUNSD dataset
83.62
WMT2014 English-German
PartialFormer
PartialFormer: Modeling Part Instead of Whole for Machine Translation
2023-10-23T00:00:00
https://arxiv.org/abs/2310.14921v2
[ "https://github.com/zhengkid/partialformer" ]
In the paper 'PartialFormer: Modeling Part Instead of Whole for Machine Translation', what BLEU score score did the PartialFormer model get on the WMT2014 English-German dataset
29.56
OntoNotes
ReCAT(pretrained on wikitext103)
Augmenting Transformers with Recursively Composed Multi-grained Representations
2023-09-28T00:00:00
https://arxiv.org/abs/2309.16319v2
[ "https://github.com/ant-research/structuredlm_rtdt" ]
In the paper 'Augmenting Transformers with Recursively Composed Multi-grained Representations', what F1 score did the ReCAT(pretrained on wikitext103) model get on the OntoNotes dataset
88.0
SUN-RGBD
GeminiFusion (MiT-B5)
GeminiFusion: Efficient Pixel-wise Multimodal Fusion for Vision Transformer
2024-06-03T00:00:00
https://arxiv.org/abs/2406.01210v2
[ "https://github.com/jiadingcn/geminifusion" ]
In the paper 'GeminiFusion: Efficient Pixel-wise Multimodal Fusion for Vision Transformer', what Mean IoU score did the GeminiFusion (MiT-B5) model get on the SUN-RGBD dataset
53.3
Aria Everyday Objects
EVL
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 EVL model get on the Aria Everyday Objects dataset
22
SOD4SB Private Test
GFL + Test Time Augmentation
BandRe: Rethinking Band-Pass Filters for Scale-Wise Object Detection Evaluation
2023-07-21T00:00:00
https://arxiv.org/abs/2307.11748v1
[ "https://github.com/shinya7y/UniverseNet" ]
In the paper 'BandRe: Rethinking Band-Pass Filters for Scale-Wise Object Detection Evaluation', what AP50 score did the GFL + Test Time Augmentation model get on the SOD4SB Private Test dataset
23.7
DALES
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 score did the Superpoint Transformer model get on the DALES dataset
79.6
ENZYMES
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 GCN + PANDA model get on the ENZYMES dataset
31.55
ImageNet-LT
MDCS (ResNeXt-50)
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 Top-1 Accuracy score did the MDCS (ResNeXt-50) model get on the ImageNet-LT dataset
61.8
SMAC corridor_2z_vs_24zg
DPLEX
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning
2023-06-04T00:00:00
https://arxiv.org/abs/2306.02430v1
[ "https://github.com/j3soon/dfac-extended" ]
In the paper 'A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning', what Median Win Rate score did the DPLEX model get on the SMAC corridor_2z_vs_24zg dataset
3.12
3DSSG
SG-PGM
SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks
2024-03-28T00:00:00
https://arxiv.org/abs/2403.19474v1
[ "https://github.com/dfki-av/sg-pgm" ]
In the paper 'SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks', what MRR score did the SG-PGM model get on the 3DSSG dataset
98.6
PASCAL-5i (5-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 PASCAL-5i (5-Shot) dataset
70.8
MVTec LOCO AD
ComAD+AST
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15T00:00:00
https://arxiv.org/abs/2305.08509v1
[ "https://github.com/liutongkun/comad" ]
In the paper 'Component-aware anomaly detection framework for adjustable and logical industrial visual inspection', what Avg. Detection AUROC score did the ComAD+AST model get on the MVTec LOCO AD dataset
89.8
BDD100K val
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 val dataset
41.7
ZINC
CIN++-small
CIN++: Enhancing Topological Message Passing
2023-06-06T00:00:00
https://arxiv.org/abs/2306.03561v1
[ "https://github.com/twitter-research/cwn" ]
In the paper 'CIN++: Enhancing Topological Message Passing', what MAE score did the CIN++-small model get on the ZINC dataset
0.091
NTU RGB+D 120
ISTA-Net
Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition
2023-07-14T00:00:00
https://arxiv.org/abs/2307.07469v1
[ "https://github.com/Necolizer/ISTA-Net" ]
In the paper 'Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition', what Accuracy (Cross-Subject) score did the ISTA-Net model get on the NTU RGB+D 120 dataset
90.5
UPLight
ShareCMP (B2 RGB-FP)
ShareCMP: Polarization-Aware RGB-P Semantic Segmentation
2023-12-06T00:00:00
https://arxiv.org/abs/2312.03430v2
[ "https://github.com/lefteyex/sharecmp" ]
In the paper 'ShareCMP: Polarization-Aware RGB-P Semantic Segmentation', what mIoU score did the ShareCMP (B2 RGB-FP) model get on the UPLight dataset
92.45
BANKING77
OCaTS (kNN-GPT-4)
Cache me if you Can: an Online Cost-aware Teacher-Student framework to Reduce the Calls to Large Language Models
2023-10-20T00:00:00
https://arxiv.org/abs/2310.13395v1
[ "https://github.com/stoyian/OCaTS" ]
In the paper 'Cache me if you Can: an Online Cost-aware Teacher-Student framework to Reduce the Calls to Large Language Models', what Accuracy (%) score did the OCaTS (kNN-GPT-4) model get on the BANKING77 dataset
82.7
IMDB-Clean
MiVOLO-D1
MiVOLO: Multi-input Transformer for Age and Gender Estimation
2023-07-10T00:00:00
https://arxiv.org/abs/2307.04616v2
[ "https://github.com/wildchlamydia/mivolo" ]
In the paper 'MiVOLO: Multi-input Transformer for Age and Gender Estimation', what Average mean absolute error score did the MiVOLO-D1 model get on the IMDB-Clean dataset
4.09
Slakh2100
YourMT3+ (YPTF.MoE+M)
YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation
2024-07-05T00:00:00
https://arxiv.org/abs/2407.04822v3
[ "https://github.com/mimbres/yourmt3" ]
In the paper 'YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation', what note-level F-measure-no-offset (Fno) score did the YourMT3+ (YPTF.MoE+M) model get on the Slakh2100 dataset
0.8456
NExT-QA
LinVT-Qwen2-VL (7B)
LinVT: Empower Your Image-level Large Language Model to Understand Videos
2024-12-06T00:00:00
https://arxiv.org/abs/2412.05185v2
[ "https://github.com/gls0425/linvt" ]
In the paper 'LinVT: Empower Your Image-level Large Language Model to Understand Videos', what Accuracy score did the LinVT-Qwen2-VL (7B) model get on the NExT-QA dataset
85.5
Office-Home
EUDA
EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer
2024-07-31T00:00:00
https://arxiv.org/abs/2407.21311v1
[ "https://github.com/a-abedi/euda" ]
In the paper 'EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer', what Accuracy score did the EUDA model get on the Office-Home dataset
84.9
SPKL
ViT
Revising deep learning methods in parking lot occupancy detection
2023-06-07T00:00:00
https://arxiv.org/abs/2306.04288v3
[ "https://github.com/eighonet/parking-research" ]
In the paper 'Revising deep learning methods in parking lot occupancy detection', what F1-score score did the ViT model get on the SPKL dataset
0.7335
GAMUS
TIMF
GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data
2023-05-24T00:00:00
https://arxiv.org/abs/2305.14914v1
[ "https://github.com/earthnets/rsi-mmsegmentation" ]
In the paper 'GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data', what mIoU score did the TIMF model get on the GAMUS dataset
76.38
CIFAR-100
ABNet-2G-R3
ANDHRA Bandersnatch: Training Neural Networks to Predict Parallel Realities
2024-11-28T00:00:00
https://arxiv.org/abs/2411.19213v1
[ "https://github.com/dvssajay/New_World" ]
In the paper 'ANDHRA Bandersnatch: Training Neural Networks to Predict Parallel Realities', what Percentage correct score did the ABNet-2G-R3 model get on the CIFAR-100 dataset
80.830
RES-Q
QurrentOS-coder + Gemini 1.5 Pro
RES-Q: Evaluating Code-Editing Large Language Model Systems at the Repository Scale
2024-06-24T00:00:00
https://arxiv.org/abs/2406.16801v2
[ "https://github.com/qurrent-ai/res-q" ]
In the paper 'RES-Q: Evaluating Code-Editing Large Language Model Systems at the Repository Scale', what pass@1 score did the QurrentOS-coder + Gemini 1.5 Pro model get on the RES-Q dataset
30.0
SMAC MMM2
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 Median Win Rate score did the QPLEX model get on the SMAC MMM2 dataset
96.88
Lyft Level 5
PointBeV (ResNet-50)
PointBeV: A Sparse Approach to BeV Predictions
2023-12-01T00:00:00
https://arxiv.org/abs/2312.00703v2
[ "https://github.com/valeoai/pointbev" ]
In the paper 'PointBeV: A Sparse Approach to BeV Predictions', what IoU vehicle - 224x480 - Long score did the PointBeV (ResNet-50) model get on the Lyft Level 5 dataset
44.5
Charades-STA
video-mamba-suite
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding
2024-03-14T00:00:00
https://arxiv.org/abs/2403.09626v1
[ "https://github.com/opengvlab/video-mamba-suite" ]
In the paper 'Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding', what R@1 IoU=0.5 score did the video-mamba-suite model get on the Charades-STA dataset
57.18
UCF101
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 UCF101 dataset
79.34
VLCS
POEM
POEM: Polarization of Embeddings for Domain-Invariant Representations
2023-05-22T00:00:00
https://arxiv.org/abs/2305.13046v1
[ "https://github.com/josangyoung/official-poem" ]
In the paper 'POEM: Polarization of Embeddings for Domain-Invariant Representations', what Average Accuracy score did the POEM model get on the VLCS dataset
79.2
BSD100 - 2x 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 - 2x upscaling dataset
33.12
Manga109 - 4x upscaling
DAT
Dual Aggregation Transformer for Image Super-Resolution
2023-08-07T00:00:00
https://arxiv.org/abs/2308.03364v2
[ "https://github.com/zhengchen1999/dat" ]
In the paper 'Dual Aggregation Transformer for Image Super-Resolution', what PSNR score did the DAT model get on the Manga109 - 4x upscaling dataset
32.51
DeLiVER
StitchFusion(RGB-D-E-LiDAR)
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
2024-08-02T00:00:00
https://arxiv.org/abs/2408.01343v1
[ "https://github.com/libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation" ]
In the paper 'StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation', what mIoU score did the StitchFusion(RGB-D-E-LiDAR) model get on the DeLiVER dataset
68.18
Texas
TE-GCNN
Transfer Entropy in Graph Convolutional Neural Networks
2024-06-08T00:00:00
https://arxiv.org/abs/2406.06632v1
[ "https://github.com/avmoldovan/Heterophily_and_oversmoothing-forked" ]
In the paper 'Transfer Entropy in Graph Convolutional Neural Networks', what Accuracy score did the TE-GCNN model get on the Texas dataset
84.86 ± 4.55
Texas
ChebNet+Bregman
Bregman Graph Neural Network
2023-09-12T00:00:00
https://arxiv.org/abs/2309.06645v1
[ "https://github.com/jiayuzhai1207/bregmangnn" ]
In the paper 'Bregman Graph Neural Network', what Accuracy score did the ChebNet+Bregman model get on the Texas dataset
84.05 ± 5.47
VDS dataset: Multi exposure stack-based inverse tone mapping
CEVR
Learning Continuous Exposure Value Representations for Single-Image HDR Reconstruction
2023-09-07T00:00:00
https://arxiv.org/abs/2309.03900v1
[ "https://github.com/skchen1993/2023_CEVR" ]
In the paper 'Learning Continuous Exposure Value Representations for Single-Image HDR Reconstruction', what HDR-VDP-2 score did the CEVR model get on the VDS dataset: Multi exposure stack-based inverse tone mapping dataset
59.00
SMAC corridor
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 Median Win Rate score did the QPLEX model get on the SMAC corridor dataset
75.00
AnatEM
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 AnatEM dataset
88.65
MedConceptsQA
PharMolix/BioMedGPT-LM-7B
BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine
2023-08-18T00:00:00
https://arxiv.org/abs/2308.09442v2
[ "https://github.com/pharmolix/openbiomed" ]
In the paper 'BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine', what Accuracy score did the PharMolix/BioMedGPT-LM-7B model get on the MedConceptsQA dataset
24.924
ETTh2 (336) Multivariate
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 ETTh2 (336) Multivariate dataset
0.35
ShanghaiTech
MULDE-object-centric-micro
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-object-centric-micro model get on the ShanghaiTech dataset
86.7%
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
97.5
CrowdHuman (full body)
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 CrowdHuman (full body) dataset
97.1
ASDiv-A
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 ASDiv-A dataset
86.4
Mini-Imagenet 5-way (5-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 (5-shot) dataset
80.79
nuScenes Camera Only
VCD-A
Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection
2023-10-24T00:00:00
https://arxiv.org/abs/2310.15670v1
[ "https://github.com/opendrivelab/birds-eye-view-perception" ]
In the paper 'Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection', what NDS score did the VCD-A model get on the nuScenes Camera Only dataset
67.2
TVBench
VideoGPT+
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding
2024-06-13T00:00:00
https://arxiv.org/abs/2406.09418v1
[ "https://github.com/mbzuai-oryx/videogpt-plus" ]
In the paper 'VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding', what Average Accuracy score did the VideoGPT+ model get on the TVBench dataset
41.7
SportsMOT
Deep-EIoU
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports
2023-06-22T00:00:00
https://arxiv.org/abs/2306.13074v5
[ "https://github.com/hsiangwei0903/Deep-EIoU" ]
In the paper 'Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports', what HOTA score did the Deep-EIoU model get on the SportsMOT dataset
77.2
RWTH-PHOENIX-Weather 2014 T
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 T dataset
20.5
LRS3
RTFS-Net-12
RTFS-Net: Recurrent Time-Frequency Modelling for Efficient Audio-Visual Speech Separation
2023-09-29T00:00:00
https://arxiv.org/abs/2309.17189v4
[ "https://github.com/spkgyk/RTFS-Net" ]
In the paper 'RTFS-Net: Recurrent Time-Frequency Modelling for Efficient Audio-Visual Speech Separation', what SI-SNRi score did the RTFS-Net-12 model get on the LRS3 dataset
17.5
ICDAR2013
CLIP4STR-L
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 model get on the ICDAR2013 dataset
98.5
GSM8K
MetaMath 70B
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
2023-09-21T00:00:00
https://arxiv.org/abs/2309.12284v4
[ "https://github.com/meta-math/MetaMath" ]
In the paper 'MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models', what Accuracy score did the MetaMath 70B model get on the GSM8K dataset
82.3
MM-Vet
LOVA$^3$
LOVA3: Learning to Visual Question Answering, Asking and Assessment
2024-05-23T00:00:00
https://arxiv.org/abs/2405.14974v2
[ "https://github.com/showlab/lova3" ]
In the paper 'LOVA3: Learning to Visual Question Answering, Asking and Assessment', what GPT-4 score score did the LOVA$^3$ model get on the MM-Vet dataset
35.2
MBPP
DeepSeek-Coder-Instruct 33B (few-shot)
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
2024-01-25T00:00:00
https://arxiv.org/abs/2401.14196v2
[ "https://github.com/deepseek-ai/DeepSeek-Coder" ]
In the paper 'DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence', what Accuracy score did the DeepSeek-Coder-Instruct 33B (few-shot) model get on the MBPP dataset
70