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COCO-20i (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 COCO-20i (5-shot) dataset
53.9
VideoInstruct
PPLLaVA-7B-dpo
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance
2024-11-04T00:00:00
https://arxiv.org/abs/2411.02327v2
[ "https://github.com/farewellthree/ppllava" ]
In the paper 'PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance', what Correctness of Information score did the PPLLaVA-7B-dpo model get on the VideoInstruct dataset
3.85
VoxCeleb1
ReDimNet-B0-LM (1.0M)
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-B0-LM (1.0M) model get on the VoxCeleb1 dataset
1.16
ColonINST-v1 (Seen)
MobileVLM-1.7B (w/ LoRA, w/ extra data)
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
2023-12-28T00:00:00
https://arxiv.org/abs/2312.16886v2
[ "https://github.com/meituan-automl/mobilevlm" ]
In the paper 'MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices', what Accuray score did the MobileVLM-1.7B (w/ LoRA, w/ extra data) model get on the ColonINST-v1 (Seen) dataset
93.64
SIQA
LLaMA-3 8B+MoSLoRA (fine-tuned)
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 LLaMA-3 8B+MoSLoRA (fine-tuned) model get on the SIQA dataset
81.0
WinoGrande
PaLM 2-L (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-L (1-shot) model get on the WinoGrande dataset
83.0
SMAC MMM2_7m2M1M_vs_8m4M1M
DMIX
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 DMIX model get on the SMAC MMM2_7m2M1M_vs_8m4M1M dataset
63.35
WebVid
VideoFactory
Swap Attention in Spatiotemporal Diffusions for Text-to-Video Generation
2023-05-18T00:00:00
https://arxiv.org/abs/2305.10874v4
[ "https://github.com/daooshee/hd-vg-130m" ]
In the paper 'Swap Attention in Spatiotemporal Diffusions for Text-to-Video Generation', what FVD score did the VideoFactory model get on the WebVid dataset
292.35
ASQP
MvP (multi-task)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12627v1
[ "https://github.com/ZubinGou/multi-view-prompting" ]
In the paper 'MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction', what F1 (R15) score did the MvP (multi-task) model get on the ASQP dataset
52.21
SIM10K to Cityscapes
SADA (ResNet50-FPN)
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
2024-03-18T00:00:00
https://arxiv.org/abs/2403.12029v2
[ "https://github.com/justinkay/aldi" ]
In the paper 'Align and Distill: Unifying and Improving Domain Adaptive Object Detection', what mAP@0.5 score did the SADA (ResNet50-FPN) model get on the SIM10K to Cityscapes dataset
71.8
ETIS-LARIBPOLYPDB
EMCAD
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
2024-05-11T00:00:00
https://arxiv.org/abs/2405.06880v1
[ "https://github.com/sldgroup/emcad" ]
In the paper 'EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation', what mean Dice score did the EMCAD model get on the ETIS-LARIBPOLYPDB dataset
0.9229
MATH
GPT-4-code model (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 (w/ code) model get on the MATH dataset
69.7
TerraIncognita
GMDG (ResNet-50, SWAD)
Rethinking Multi-domain Generalization with A General Learning Objective
2024-02-29T00:00:00
https://arxiv.org/abs/2402.18853v1
[ "https://github.com/zhaorui-tan/GMDG_cvpr2024" ]
In the paper 'Rethinking Multi-domain Generalization with A General Learning Objective', what Average Accuracy score did the GMDG (ResNet-50, SWAD) model get on the TerraIncognita dataset
53.0
BIG-bench (Sports Understanding)
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 (Sports Understanding) dataset
98
CHILI-3K
GCN
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
2024-02-20T00:00:00
https://arxiv.org/abs/2402.13221v2
[ "https://github.com/UlrikFriisJensen/CHILI" ]
In the paper 'CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning', what F1-score (Weighted) score did the GCN model get on the CHILI-3K dataset
0.496 +/- 0.001
BEHAVE
CONTHO
Joint Reconstruction of 3D Human and Object via Contact-Based Refinement Transformer
2024-04-07T00:00:00
https://arxiv.org/abs/2404.04819v1
[ "https://github.com/dqj5182/contho_release" ]
In the paper 'Joint Reconstruction of 3D Human and Object via Contact-Based Refinement Transformer', what Precision score did the CONTHO model get on the BEHAVE dataset
0.754
CausalGym
LDA
CausalGym: Benchmarking causal interpretability methods on linguistic tasks
2024-02-19T00:00:00
https://arxiv.org/abs/2402.12560v1
[ "https://github.com/aryamanarora/causalgym" ]
In the paper 'CausalGym: Benchmarking causal interpretability methods on linguistic tasks', what Log odds-ratio (pythia-6.9b) score did the LDA model get on the CausalGym dataset
0.27
P3M-10k
StyleMatte
Adversarially-Guided Portrait Matting
2023-05-04T00:00:00
https://arxiv.org/abs/2305.02981v2
[ "https://github.com/chroneus/stylematte" ]
In the paper 'Adversarially-Guided Portrait Matting', what SAD score did the StyleMatte model get on the P3M-10k dataset
6.97
ModelNet40
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 ModelNet40 dataset
94.0
HOST
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 1:1 Accuracy score did the CLIP4STR-L model get on the HOST dataset
82.7
RefCOCO testA
MagNet
Mask Grounding for Referring Image Segmentation
2023-12-19T00:00:00
https://arxiv.org/abs/2312.12198v2
[ "https://github.com/yxchng/mask-grounding" ]
In the paper 'Mask Grounding for Referring Image Segmentation', what Overall IoU score did the MagNet model get on the RefCOCO testA dataset
78.24
YouTube-VIS 2021
UniVS(Swin-L)
UniVS: Unified and Universal Video Segmentation with Prompts as Queries
2024-02-28T00:00:00
https://arxiv.org/abs/2402.18115v2
[ "https://github.com/minghanli/univs" ]
In the paper 'UniVS: Unified and Universal Video Segmentation with Prompts as Queries', what mask AP score did the UniVS(Swin-L) model get on the YouTube-VIS 2021 dataset
57.9
RefCOCO+ test B
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+ test B dataset
62.83
SUN-RGBD val
V-DETR
V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection
2023-08-08T00:00:00
https://arxiv.org/abs/2308.04409v1
[ "https://github.com/yichaoshen-ms/v-detr" ]
In the paper 'V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection', what mAP@0.25 score did the V-DETR model get on the SUN-RGBD val dataset
68.0
GSM8K
Qwen2-72B-Instruct-Step-DPO (0-shot CoT)
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
2024-06-26T00:00:00
https://arxiv.org/abs/2406.18629v1
[ "https://github.com/dvlab-research/step-dpo" ]
In the paper 'Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs', what Accuracy score did the Qwen2-72B-Instruct-Step-DPO (0-shot CoT) model get on the GSM8K dataset
94.0
VDD
Segformer-B2
VDD: Varied Drone Dataset for Semantic Segmentation
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13608v3
[ "https://github.com/RussRobin/VDD" ]
In the paper 'VDD: Varied Drone Dataset for Semantic Segmentation', what mIoU score did the Segformer-B2 model get on the VDD dataset
85.75
Atari 2600 Gopher
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 Gopher dataset
103514.4
CHILI-3K
EdgeCNN
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
2024-02-20T00:00:00
https://arxiv.org/abs/2402.13221v2
[ "https://github.com/UlrikFriisJensen/CHILI" ]
In the paper 'CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning', what F1-score (Weighted) score did the EdgeCNN model get on the CHILI-3K dataset
0.632 +/- 0.009
VSPW
UniVS(Swin-L)
UniVS: Unified and Universal Video Segmentation with Prompts as Queries
2024-02-28T00:00:00
https://arxiv.org/abs/2402.18115v2
[ "https://github.com/minghanli/univs" ]
In the paper 'UniVS: Unified and Universal Video Segmentation with Prompts as Queries', what mIoU score did the UniVS(Swin-L) model get on the VSPW dataset
59.8
TACRED-Revisited
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-Revisited dataset
53.4
MPI-INF-3DHP
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 MPJPE score did the W-HMR model get on the MPI-INF-3DHP dataset
83.2
ICBHI Respiratory Sound Database
AST (fine-tuning)
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
2023-05-23T00:00:00
https://arxiv.org/abs/2305.14032v4
[ "https://github.com/raymin0223/patch-mix_contrastive_learning" ]
In the paper 'Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification', what Sensitivity score did the AST (fine-tuning) model get on the ICBHI Respiratory Sound Database dataset
41.97
MSCOCO
Cooperative Foundational Models
Enhancing Novel Object Detection via Cooperative Foundational Models
2023-11-19T00:00:00
https://arxiv.org/abs/2311.12068v3
[ "https://github.com/rohit901/cooperative-foundational-models" ]
In the paper 'Enhancing Novel Object Detection via Cooperative Foundational Models', what AP 0.5 score did the Cooperative Foundational Models model get on the MSCOCO dataset
50.3
Flickr30k
3SHNet
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting
2024-04-26T00:00:00
https://arxiv.org/abs/2404.17273v1
[ "https://github.com/xurige1995/3shnet" ]
In the paper '3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting', what Image-to-text R@1 score did the 3SHNet model get on the Flickr30k dataset
87.1
MATH
MuggleMATH-70B
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning
2023-10-09T00:00:00
https://arxiv.org/abs/2310.05506v3
[ "https://github.com/ofa-sys/gsm8k-screl" ]
In the paper 'MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning', what Accuracy score did the MuggleMATH-70B model get on the MATH dataset
35.6
CIFAR-100
ResNet8×4
LumiNet: The Bright Side of Perceptual Knowledge Distillation
2023-10-05T00:00:00
https://arxiv.org/abs/2310.03669v2
[ "https://github.com/ismail31416/luminet" ]
In the paper 'LumiNet: The Bright Side of Perceptual Knowledge Distillation', what Accuracy score did the ResNet8×4 model get on the CIFAR-100 dataset
77.50
ShapeNet Chair
DiT-3D
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation
2023-07-04T00:00:00
https://arxiv.org/abs/2307.01831v1
[ "https://github.com/DiT-3D/DiT-3D" ]
In the paper 'DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation', what 1-NNA-CD score did the DiT-3D model get on the ShapeNet Chair dataset
51.99
QVHighlights
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 mAP score did the video-mamba-suite model get on the QVHighlights dataset
45.18
minesweeper
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 AUCROC score did the GCN model get on the minesweeper dataset
97.86 ± 0.24
PASTIS
Exchanger+Unet
Revisiting the Encoding of Satellite Image Time Series
2023-05-03T00:00:00
https://arxiv.org/abs/2305.02086v2
[ "https://github.com/TotalVariation/Exchanger4SITS" ]
In the paper 'Revisiting the Encoding of Satellite Image Time Series', what Mean IoU (test) score did the Exchanger+Unet model get on the PASTIS dataset
66.8
SVOX-Overcast
BoQ (ResNet-50)
BoQ: A Place is Worth a Bag of Learnable Queries
2024-05-12T00:00:00
https://arxiv.org/abs/2405.07364v3
[ "https://github.com/amaralibey/bag-of-queries" ]
In the paper 'BoQ: A Place is Worth a Bag of Learnable Queries', what Recall@1 score did the BoQ (ResNet-50) model get on the SVOX-Overcast dataset
97.8
VTAB-1k(Natural<7>)
GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)
Improving Visual Prompt Tuning for Self-supervised Vision Transformers
2023-06-08T00:00:00
https://arxiv.org/abs/2306.05067v1
[ "https://github.com/ryongithub/gatedprompttuning" ]
In the paper 'Improving Visual Prompt Tuning for Self-supervised Vision Transformers', what Mean Accuracy score did the GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K) model get on the VTAB-1k(Natural<7>) dataset
47.61
ADE20K
DeBiFormer-B (IN1k pretrain, Upernet 160k)
DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention
2024-10-11T00:00:00
https://arxiv.org/abs/2410.08582v1
[ "https://github.com/maclong01/DeBiFormer" ]
In the paper 'DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention', what Validation mIoU score did the DeBiFormer-B (IN1k pretrain, Upernet 160k) model get on the ADE20K dataset
52.0
NTU RGB+D 120
IPP-Net (Parsing + Pose)
Integrating Human Parsing and Pose Network for Human Action Recognition
2023-07-16T00:00:00
https://arxiv.org/abs/2307.07977v1
[ "https://github.com/liujf69/ipp-net-parsing" ]
In the paper 'Integrating Human Parsing and Pose Network for Human Action Recognition', what Accuracy (Cross-Subject) score did the IPP-Net (Parsing + Pose) model get on the NTU RGB+D 120 dataset
90.0
ShanghaiTech
MULDE-frame-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-frame-centric-micro model get on the ShanghaiTech dataset
81.3%
RES-Q
QurrentOS-coder + DeepSeek-Coder-V2
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 + DeepSeek-Coder-V2 model get on the RES-Q dataset
29.0
NYU Depth v2
HAPNet
HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion
2024-04-04T00:00:00
https://arxiv.org/abs/2404.03527v2
[ "https://github.com/LiJiahang617/HAPNet" ]
In the paper 'HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion', what Mean IoU score did the HAPNet model get on the NYU Depth v2 dataset
55.0
ETIS-LARIBPOLYPDB
ProMISe
ProMISe: Promptable Medical Image Segmentation using SAM
2024-03-07T00:00:00
https://arxiv.org/abs/2403.04164v3
[ "https://github.com/xinkunwang111/promise" ]
In the paper 'ProMISe: Promptable Medical Image Segmentation using SAM', what mIoU score did the ProMISe model get on the ETIS-LARIBPOLYPDB dataset
0.750
iNaturalist 2018
GML (ResNet-50)
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels
2023-05-02T00:00:00
https://arxiv.org/abs/2305.01160v3
[ "https://github.com/bluecdm/Long-tailed-recognition" ]
In the paper 'Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels', what Top-1 Accuracy score did the GML (ResNet-50) model get on the iNaturalist 2018 dataset
74.5%
Stanford2D3D Panoramic
SFSS-MMSI (RGB+Depth+Normal)
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+Depth+Normal) model get on the Stanford2D3D Panoramic dataset
59.43%
Cholec80
LoViT
LoViT: Long Video Transformer for Surgical Phase Recognition
2023-05-15T00:00:00
https://arxiv.org/abs/2305.08989v3
[ "https://github.com/MRUIL/LoViT" ]
In the paper 'LoViT: Long Video Transformer for Surgical Phase Recognition', what F1 score did the LoViT model get on the Cholec80 dataset
90.24
Office-31
PDA (CLIP, ViT-B/16)
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, ViT-B/16) model get on the Office-31 dataset
91.2
ROOR
LayoutLMv3-GlobalPointer (base)
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 (base) model get on the ROOR dataset
68.60
Real20
RDNet
Reversible Decoupling Network for Single Image Reflection Removal
2024-10-10T00:00:00
https://arxiv.org/abs/2410.08063v1
[ "https://github.com/lime-j/RDNet" ]
In the paper 'Reversible Decoupling Network for Single Image Reflection Removal', what PSNR score did the RDNet model get on the Real20 dataset
25.58
CROHME 2019
PosFormer
PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer
2024-07-10T00:00:00
https://arxiv.org/abs/2407.07764v1
[ "https://github.com/sjtu-deepvisionlab/posformer" ]
In the paper 'PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer', what ExpRate score did the PosFormer model get on the CROHME 2019 dataset
62.22
COCO val2017
U2Seg
Unsupervised Universal Image Segmentation
2023-12-28T00:00:00
https://arxiv.org/abs/2312.17243v1
[ "https://github.com/u2seg/u2seg" ]
In the paper 'Unsupervised Universal Image Segmentation', what PQ score did the U2Seg model get on the COCO val2017 dataset
11.1
QNLI
LM-CPPF RoBERTa-base
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning
2023-05-29T00:00:00
https://arxiv.org/abs/2305.18169v3
[ "https://github.com/amirabaskohi/lm-cppf" ]
In the paper 'LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning', what Accuracy score did the LM-CPPF RoBERTa-base model get on the QNLI dataset
70.2%
Oxford 102 Flower
HPT
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06323v1
[ "https://github.com/vill-lab/2024-aaai-hpt" ]
In the paper 'Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models', what Harmonic mean score did the HPT model get on the Oxford 102 Flower dataset
87.16
THUMOS 2014
CASE
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach
2023-12-21T00:00:00
https://arxiv.org/abs/2312.14138v1
[ "https://github.com/qinying-liu/case" ]
In the paper 'Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach', what mAP@0.1:0.7 score did the CASE model get on the THUMOS 2014 dataset
46.2
ClinTox
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 ClinTox dataset
99.18
Weather2K79 (96)
MoLE-DLinear
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
2023-12-11T00:00:00
https://arxiv.org/abs/2312.06786v3
[ "https://github.com/rogerni/mole" ]
In the paper 'Mixture-of-Linear-Experts for Long-term Time Series Forecasting', what MSE score did the MoLE-DLinear model get on the Weather2K79 (96) dataset
0.555
Dark Zurich
CoDA
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning
2024-03-26T00:00:00
https://arxiv.org/abs/2403.17369v3
[ "https://github.com/Cuzyoung/CoDA" ]
In the paper 'CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning', what mIoU score did the CoDA model get on the Dark Zurich dataset
61.2
enwik8
Transformer+SSA
The Information Pathways Hypothesis: Transformers are Dynamic Self-Ensembles
2023-06-02T00:00:00
https://arxiv.org/abs/2306.01705v1
[ "https://github.com/shamim-hussain/ssa" ]
In the paper 'The Information Pathways Hypothesis: Transformers are Dynamic Self-Ensembles', what Bit per Character (BPC) score did the Transformer+SSA model get on the enwik8 dataset
1.024
VizWiz 2020 VQA
Video-LaVIT
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization
2024-02-05T00:00:00
https://arxiv.org/abs/2402.03161v3
[ "https://github.com/jy0205/lavit" ]
In the paper 'Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization', what overall score did the Video-LaVIT model get on the VizWiz 2020 VQA dataset
56.0
SIM10K to Cityscapes
UMT (ResNet50-FPN)
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
2024-03-18T00:00:00
https://arxiv.org/abs/2403.12029v2
[ "https://github.com/justinkay/aldi" ]
In the paper 'Align and Distill: Unifying and Improving Domain Adaptive Object Detection', what mAP@0.5 score did the UMT (ResNet50-FPN) model get on the SIM10K to Cityscapes dataset
58.7
ChinaOpen-1k
GVT
ChinaOpen: A Dataset for Open-world Multimodal Learning
2023-05-10T00:00:00
https://arxiv.org/abs/2305.05880v2
[ "https://github.com/dong03/GenerativeVideo2Text" ]
In the paper 'ChinaOpen: A Dataset for Open-world Multimodal Learning', what BLEU4 score did the GVT model get on the ChinaOpen-1k dataset
17.7
Winoground
BLIP (VisualGPTScore, α-tuned)
Revisiting the Role of Language Priors in Vision-Language Models
2023-06-02T00:00:00
https://arxiv.org/abs/2306.01879v4
[ "https://github.com/linzhiqiu/visual_gpt_score" ]
In the paper 'Revisiting the Role of Language Priors in Vision-Language Models', what Text Score score did the BLIP (VisualGPTScore, α-tuned) model get on the Winoground dataset
36.5
VNHSGE-Geography
Bing Chat
VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models
2023-05-20T00:00:00
https://arxiv.org/abs/2305.12199v1
[ "https://github.com/xdao85/vnhsge" ]
In the paper 'VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models', what Accuracy score did the Bing Chat model get on the VNHSGE-Geography dataset
85.5
INSPIRE-AVR (LUNet subset)
LUNet
LUNet: Deep Learning for the Segmentation of Arterioles and Venules in High Resolution Fundus Images
2023-09-11T00:00:00
https://arxiv.org/abs/2309.05780v1
[ "https://github.com/aim-lab/LUNet" ]
In the paper 'LUNet: Deep Learning for the Segmentation of Arterioles and Venules in High Resolution Fundus Images', what Average Dice score did the LUNet model get on the INSPIRE-AVR (LUNet subset) dataset
75.6
Hainsworth
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 Hainsworth dataset
91.9
Amazon-Google
Meta-Llama-3.1-8B-Instruct_fine_tuned
Fine-tuning Large Language Models for Entity Matching
2024-09-12T00:00:00
https://arxiv.org/abs/2409.08185v1
[ "https://github.com/wbsg-uni-mannheim/tailormatch" ]
In the paper 'Fine-tuning Large Language Models for Entity Matching', what F1 (%) score did the Meta-Llama-3.1-8B-Instruct_fine_tuned model get on the Amazon-Google dataset
50.00
CIFAR-10 (partial ratio 0.3)
ILL
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations
2023-05-22T00:00:00
https://arxiv.org/abs/2305.12715v4
[ "https://github.com/hhhhhhao/general-framework-weak-supervision" ]
In the paper 'Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations', what Accuracy score did the ILL model get on the CIFAR-10 (partial ratio 0.3) dataset
96.26
Texas
MGNN + Hetero-S (8 layers)
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
2024-06-18T00:00:00
https://arxiv.org/abs/2406.12539v1
[ "https://github.com/bingreeky/heterosnoh" ]
In the paper 'The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs', what Accuracy score did the MGNN + Hetero-S (8 layers) model get on the Texas dataset
93.09
FSS-1000 (5-shot)
Annotation-free FSS (Without Annotation,ResNet-50)
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach
2023-07-26T00:00:00
https://arxiv.org/abs/2307.14446v1
[ "https://github.com/mindflow-institue/annotation_free_fewshot" ]
In the paper 'Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach', what Mean IoU score did the Annotation-free FSS (Without Annotation,ResNet-50) model get on the FSS-1000 (5-shot) dataset
86.8
ICBHI Respiratory Sound Database
BTS
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 BTS model get on the ICBHI Respiratory Sound Database dataset
63.54
SemEval-2010 Task 8
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 SemEval-2010 Task 8 dataset
43.5
JARVIS-DFT
PotNet
Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction
2023-06-12T00:00:00
https://arxiv.org/abs/2306.10045v9
[ "https://github.com/divelab/AIRS/tree/main/OpenMat/PotNet" ]
In the paper 'Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction', what MAE score did the PotNet model get on the JARVIS-DFT dataset
0.0294
CropHarvest - Brazil
Hybrid fusion with LSTM
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data
2024-03-25T00:00:00
https://arxiv.org/abs/2403.16582v2
[ "https://github.com/fmenat/optimal-multiview-crop-classifier" ]
In the paper 'In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data', what Average Accuracy score did the Hybrid fusion with LSTM model get on the CropHarvest - Brazil dataset
0.974
WikiTableQuestions
Mix SC
Rethinking Tabular Data Understanding with Large Language Models
2023-12-27T00:00:00
https://arxiv.org/abs/2312.16702v1
[ "https://github.com/Leolty/tablellm" ]
In the paper 'Rethinking Tabular Data Understanding with Large Language Models', what Accuracy (Dev) score did the Mix SC model get on the WikiTableQuestions dataset
/
CiteSeer with Public Split: fixed 20 nodes per class
OKDEEM
Graph Entropy Minimization for Semi-supervised Node Classification
2023-05-31T00:00:00
https://arxiv.org/abs/2305.19502v1
[ "https://github.com/cf020031308/gem" ]
In the paper 'Graph Entropy Minimization for Semi-supervised Node Classification', what Accuracy score did the OKDEEM model get on the CiteSeer with Public Split: fixed 20 nodes per class dataset
73.53
PACS
MoA (OpenCLIP, ViT-B/16)
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters
2023-10-17T00:00:00
https://arxiv.org/abs/2310.11031v2
[ "https://github.com/KU-CVLAB/MoA" ]
In the paper 'Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters', what Average Accuracy score did the MoA (OpenCLIP, ViT-B/16) model get on the PACS dataset
97.4
MOT17
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 MOTA score did the ContrasTR model get on the MOT17 dataset
73.7
AudioCaps
Auffusion-Full
Auffusion: Leveraging the Power of Diffusion and Large Language Models for Text-to-Audio Generation
2024-01-02T00:00:00
https://arxiv.org/abs/2401.01044v1
[ "https://github.com/happylittlecat2333/Auffusion" ]
In the paper 'Auffusion: Leveraging the Power of Diffusion and Large Language Models for Text-to-Audio Generation', what FAD score did the Auffusion-Full model get on the AudioCaps dataset
1.76
ColonINST-v1 (Seen)
LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023-06-01T00:00:00
https://arxiv.org/abs/2306.00890v1
[ "https://github.com/microsoft/LLaVA-Med" ]
In the paper 'LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day', what Accuray score did the LLaVA-Med-v1.0 (w/o LoRA, w/ extra data) model get on the ColonINST-v1 (Seen) dataset
97.35
Criteo
CETN
CETN: Contrast-enhanced Through Network for CTR Prediction
2023-12-15T00:00:00
https://arxiv.org/abs/2312.09715v2
[ "https://github.com/salmon1802/cetn" ]
In the paper 'CETN: Contrast-enhanced Through Network for CTR Prediction', what AUC score did the CETN model get on the Criteo dataset
0.8148
Peptides-struct
TIGT
Topology-Informed Graph Transformer
2024-02-03T00:00:00
https://arxiv.org/abs/2402.02005v1
[ "https://github.com/leemingo/tigt" ]
In the paper 'Topology-Informed Graph Transformer', what MAE score did the TIGT model get on the Peptides-struct dataset
0.2485
MOT20
IMM-JHSE
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation
2024-09-04T00:00:00
https://arxiv.org/abs/2409.02562v2
[ "https://github.com/Paulkie99/imm-jhse" ]
In the paper 'One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation', what MOTA score did the IMM-JHSE model get on the MOT20 dataset
72.82
FRMT (Portuguese - Brazil)
Google Translate
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 Google Translate model get on the FRMT (Portuguese - Brazil) dataset
80.2
The Pile
GPT-2 Large 774M (test-time training on nearest neighbors)
Test-Time Training on Nearest Neighbors for Large Language Models
2023-05-29T00:00:00
https://arxiv.org/abs/2305.18466v3
[ "https://github.com/socialfoundations/tttlm" ]
In the paper 'Test-Time Training on Nearest Neighbors for Large Language Models', what Bits per byte score did the GPT-2 Large 774M (test-time training on nearest neighbors) model get on the The Pile dataset
0.85
YouTube-VIS validation
DVIS++(VIT-L, Online)
DVIS++: Improved Decoupled Framework for Universal Video Segmentation
2023-12-20T00:00:00
https://arxiv.org/abs/2312.13305v1
[ "https://github.com/zhang-tao-whu/DVIS_Plus" ]
In the paper 'DVIS++: Improved Decoupled Framework for Universal Video Segmentation', what mask AP score did the DVIS++(VIT-L, Online) model get on the YouTube-VIS validation dataset
67.7
GOT-10k
ODTrack-L
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 Average Overlap score did the ODTrack-L model get on the GOT-10k dataset
78.2
CMU-MOSEI
ConCluGen
Multi-Task Multi-Modal Self-Supervised Learning for Facial Expression Recognition
2024-04-16T00:00:00
https://arxiv.org/abs/2404.10904v2
[ "https://github.com/tub-cv-group/conclugen" ]
In the paper 'Multi-Task Multi-Modal Self-Supervised Learning for Facial Expression Recognition', what Accuracy score did the ConCluGen model get on the CMU-MOSEI dataset
66.48
MultiviewX
EarlyBird
EarlyBird: Early-Fusion for Multi-View Tracking in the Bird's Eye View
2023-10-20T00:00:00
https://arxiv.org/abs/2310.13350v1
[ "https://github.com/tteepe/EarlyBird" ]
In the paper 'EarlyBird: Early-Fusion for Multi-View Tracking in the Bird's Eye View', what IDF1 score did the EarlyBird model get on the MultiviewX dataset
82.4
DEplain-web-doc
long-mBART (trained on DEplain-APA-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-APA-doc) model get on the DEplain-web-doc dataset
43.087
Split Fashion M-NIST
Model with negotiation paradigm
Negotiated Representations to Prevent Forgetting in Machine Learning Applications
2023-11-30T00:00:00
https://arxiv.org/abs/2312.00237v1
[ "https://github.com/nurikorhan/negotiated-representations-for-continual-learning" ]
In the paper 'Negotiated Representations to Prevent Forgetting in Machine Learning Applications', what Percentage Average accuracy - 5 tasks score did the Model with negotiation paradigm model get on the Split Fashion M-NIST dataset
54.8
PROTEINS
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 PROTEINS dataset
76
ISIC 2018
PVT-GCASCADE
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
2023-10-24T00:00:00
https://arxiv.org/abs/2310.16175v1
[ "https://github.com/SLDGroup/G-CASCADE" ]
In the paper 'G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation', what DSC score did the PVT-GCASCADE model get on the ISIC 2018 dataset
91.51
PubMedQA
Med-PaLM 2 (ER)
Towards Expert-Level Medical Question Answering with Large Language Models
2023-05-16T00:00:00
https://arxiv.org/abs/2305.09617v1
[ "https://github.com/m42-health/med42" ]
In the paper 'Towards Expert-Level Medical Question Answering with Large Language Models', what Accuracy score did the Med-PaLM 2 (ER) model get on the PubMedQA dataset
75.0
nuScenes 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 NDS score did the Far3D model get on the nuScenes Camera Only dataset
68.7
VDD
UperNet(Swin-T)
VDD: Varied Drone Dataset for Semantic Segmentation
2023-05-23T00:00:00
https://arxiv.org/abs/2305.13608v3
[ "https://github.com/RussRobin/VDD" ]
In the paper 'VDD: Varied Drone Dataset for Semantic Segmentation', what mIoU score did the UperNet(Swin-T) model get on the VDD dataset
84.73