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Collections including paper arXiv:2412.01169

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 28
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Multimodal LLMs

Personalized Multimodal Large Language Models: A Survey

Paper • 2412.02142 • Published Dec 3, 2024 • 14
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows

Paper • 2412.01169 • Published Dec 2, 2024 • 13

Omni-Generation

OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Video-Guided Foley Sound Generation with Multimodal Controls

Paper • 2411.17698 • Published Nov 26, 2024 • 10
FLOAT: Generative Motion Latent Flow Matching for Audio-driven Talking Portrait

Paper • 2412.01064 • Published Dec 2, 2024 • 47
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows

Paper • 2412.01169 • Published Dec 2, 2024 • 13

LM Architectures

Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length

Paper • 2404.08801 • Published Apr 12, 2024 • 66
RecurrentGemma: Moving Past Transformers for Efficient Open Language Models

Paper • 2404.07839 • Published Apr 11, 2024 • 47
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence

Paper • 2404.05892 • Published Apr 8, 2024 • 39
Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Paper • 2312.00752 • Published Dec 1, 2023 • 146

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

Paper - Multimodal

Paper related to Multimodal Model - Research for a : Modular, Multimodal, Multi-Stream, Mixture of Expert, Universal Transformer, Matryoshka embedding

Flowing from Words to Pixels: A Framework for Cross-Modality Evolution

Paper • 2412.15213 • Published Dec 19, 2024 • 28
No More Adam: Learning Rate Scaling at Initialization is All You Need

Paper • 2412.11768 • Published Dec 16, 2024 • 43
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Paper • 2412.13663 • Published Dec 18, 2024 • 157
Autoregressive Video Generation without Vector Quantization

Paper • 2412.14169 • Published Dec 18, 2024 • 14

Gen AI Diffusion

Animate-X: Universal Character Image Animation with Enhanced Motion Representation

Paper • 2410.10306 • Published Oct 14, 2024 • 57
ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning

Paper • 2411.05003 • Published Nov 7, 2024 • 71
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation

Paper • 2411.04709 • Published Nov 5, 2024 • 26
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation

Paper • 2410.07171 • Published Oct 9, 2024 • 43

iVideoGPT: Interactive VideoGPTs are Scalable World Models

Paper • 2405.15223 • Published May 24, 2024 • 17
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 55
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 90
Matryoshka Multimodal Models

Paper • 2405.17430 • Published May 27, 2024 • 34

Vision Language Models

BLINK: Multimodal Large Language Models Can See but Not Perceive

Paper • 2404.12390 • Published Apr 18, 2024 • 26
TextSquare: Scaling up Text-Centric Visual Instruction Tuning

Paper • 2404.12803 • Published Apr 19, 2024 • 30
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models

Paper • 2404.13013 • Published Apr 19, 2024 • 31
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD

Paper • 2404.06512 • Published Apr 9, 2024 • 30

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 28
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Paper - Multimodal

Paper related to Multimodal Model - Research for a : Modular, Multimodal, Multi-Stream, Mixture of Expert, Universal Transformer, Matryoshka embedding

Flowing from Words to Pixels: A Framework for Cross-Modality Evolution

Paper • 2412.15213 • Published Dec 19, 2024 • 28
No More Adam: Learning Rate Scaling at Initialization is All You Need

Paper • 2412.11768 • Published Dec 16, 2024 • 43
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Paper • 2412.13663 • Published Dec 18, 2024 • 157
Autoregressive Video Generation without Vector Quantization

Paper • 2412.14169 • Published Dec 18, 2024 • 14

Multimodal LLMs

Personalized Multimodal Large Language Models: A Survey

Paper • 2412.02142 • Published Dec 3, 2024 • 14
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows

Paper • 2412.01169 • Published Dec 2, 2024 • 13

Gen AI Diffusion

Animate-X: Universal Character Image Animation with Enhanced Motion Representation

Paper • 2410.10306 • Published Oct 14, 2024 • 57
ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning

Paper • 2411.05003 • Published Nov 7, 2024 • 71
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation

Paper • 2411.04709 • Published Nov 5, 2024 • 26
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation

Paper • 2410.07171 • Published Oct 9, 2024 • 43

Omni-Generation

OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Video-Guided Foley Sound Generation with Multimodal Controls

Paper • 2411.17698 • Published Nov 26, 2024 • 10
FLOAT: Generative Motion Latent Flow Matching for Audio-driven Talking Portrait

Paper • 2412.01064 • Published Dec 2, 2024 • 47
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows

Paper • 2412.01169 • Published Dec 2, 2024 • 13

iVideoGPT: Interactive VideoGPTs are Scalable World Models

Paper • 2405.15223 • Published May 24, 2024 • 17
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 55
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 90
Matryoshka Multimodal Models

Paper • 2405.17430 • Published May 27, 2024 • 34

LM Architectures

Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length

Paper • 2404.08801 • Published Apr 12, 2024 • 66
RecurrentGemma: Moving Past Transformers for Efficient Open Language Models

Paper • 2404.07839 • Published Apr 11, 2024 • 47
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence

Paper • 2404.05892 • Published Apr 8, 2024 • 39
Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Paper • 2312.00752 • Published Dec 1, 2023 • 146

Vision Language Models

BLINK: Multimodal Large Language Models Can See but Not Perceive

Paper • 2404.12390 • Published Apr 18, 2024 • 26
TextSquare: Scaling up Text-Centric Visual Instruction Tuning

Paper • 2404.12803 • Published Apr 19, 2024 • 30
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models

Paper • 2404.13013 • Published Apr 19, 2024 • 31
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD

Paper • 2404.06512 • Published Apr 9, 2024 • 30

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

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