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SOTA
Visuelles Schließen
Visual Reasoning On Nlvr2 Dev
Visual Reasoning On Nlvr2 Dev
Metriken
Accuracy
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Accuracy
Paper Title
Repository
XFM (base)
87.6
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding Tasks
-
VLMo
85.64
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
-
VisualBERT
66.7
VisualBERT: A Simple and Performant Baseline for Vision and Language
-
VK-OOD
83.9
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis
-
CoCa
86.1
CoCa: Contrastive Captioners are Image-Text Foundation Models
-
X-VLM (base)
84.41
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts
-
X2-VLM (large)
88.7
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
-
SOHO
76.37
Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning
-
ALBEF (14M)
83.14
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation
-
VK-OOD
84.6
Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis
ViLT-B/32
75.7
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision
-
SimVLM
84.53
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision
-
BEiT-3
91.51
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks
-
X2-VLM (base)
86.2
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
-
LXMERT (Pre-train + scratch)
74.9
LXMERT: Learning Cross-Modality Encoder Representations from Transformers
-
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