Hugging Face's logo

VLMs

non-profit
Activity Feed

AI & ML interests

None defined yet.

Recent Activity

merveย  updated a dataset 7 days ago
vlmbook/images
merveย  updated a dataset 13 days ago
vlmbook/wikiart
merveย  published a dataset 13 days ago
vlmbook/wikiart
View all activity

vlmbook's activity

merveย 
posted an update 3 days ago
merveย 
posted an update 5 days ago
view post
Post
2487
Meta released Llama Guard 4 and new Prompt Guard 2 models ๐Ÿ”ฅ

Llama Guard 4 is a new model to filter model inputs/outputs both text-only and image ๐Ÿ›ก๏ธ use it before and after LLMs/VLMs! meta-llama/Llama-Guard-4-12B

Prompt Guard 2 22M & 86M are smol models to prevent model jailbreaks and prompt injections โš” meta-llama/Llama-Prompt-Guard-2-22M meta-llama/Llama-Guard-4-12B
Both come with new release of transformers ๐Ÿค—

Try the model right away ๐Ÿ‘‰๐Ÿปhttps://github.com/huggingface/huggingface-llama-recipes/blob/main/llama_guard_4.ipynb

Read our blog to learn more and easily get started ๐Ÿ‘‰๐Ÿป https://huggingface.co/blog/llama-guard-4 ๐Ÿฆ™
  • 1 reply
ยท
merveย 
updated a dataset 7 days ago
merveย 
posted an update 10 days ago
view post
Post
3915
Don't sleep on new AI at Meta Vision-Language release! ๐Ÿ”ฅ

facebook/perception-encoder-67f977c9a65ca5895a7f6ba1
facebook/perception-lm-67f9783f171948c383ee7498

Meta dropped swiss army knives for vision with A2.0 license ๐Ÿ‘
> image/video encoders for vision language modelling and spatial understanding (object detection etc) ๐Ÿ‘
> The vision LM outperforms InternVL3 and Qwen2.5VL ๐Ÿ‘
> They also release gigantic video and image datasets

The authors attempt to come up with single versatile vision encoder to align on diverse set of tasks.

They trained Perception Encoder (PE) Core: a new state-of-the-art family of vision encoders that can be aligned for both vision-language and spatial tasks. For zero-shot image tasks, it outperforms latest sota SigLIP2 ๐Ÿ‘



> Among fine-tuned ones, first one is PE-Spatial. It's a model to detect bounding boxes, segmentation, depth estimation and it outperforms all other models ๐Ÿ˜ฎ



> Second one is PLM, Perception Language Model, where they combine PE-Core with Qwen2.5 LM 7B. it outperforms all other models (including InternVL3 which was trained with Qwen2.5LM too!)

The authors release the following checkpoints in sizes base, large and giant:

> 3 PE-Core checkpoints (224, 336, 448)
> 2 PE-Lang checkpoints (L, G)
> One PE-Spatial (G, 448)
> 3 PLM (1B, 3B, 8B)
> Datasets



Authors release following datasets ๐Ÿ“‘
> PE Video: Gigantic video datasete of 1M videos with 120k expert annotations โฏ๏ธ
> PLM-Video and PLM-Image: Human and auto-annotated image and video datasets on region-based tasks
> PLM-VideoBench: New video benchmark on MCQA
  • 2 replies
ยท
merveย 
posted an update 12 days ago
view post
Post
3347
New foundation model on image and video captioning just dropped by NVIDIA AI ๐Ÿ”ฅ

Describe Anything Model (DAM) is a 3B vision language model to generate detailed captions with localized references ๐Ÿ˜ฎ

The team released the models, the dataset, a new benchmark and a demo ๐Ÿคฉ nvidia/describe-anything-680825bb8f5e41ff0785834c

Most of the vision LMs focus on image as a whole, lacking localized references in captions, and not taking in visual prompts (points, boxes, drawings around objects)

DAM addresses this on two levels: new vision backbone that takes in focal crops and the image itself, and a large scale dataset ๐Ÿ‘€

They generate a dataset by extending existing segmentation and referring expression generation datasets like REFCOCO, by passing in the images and classes to VLMs and generating captions.

Lastly, they also release a new benchmark again with self-supervision, they use an LLM to evaluate the detailed captions focusing on localization ๐Ÿ‘
merveย 
updated a dataset 13 days ago
merveย 
published a dataset 13 days ago
merveย 
published a dataset 15 days ago
merveย 
posted an update 21 days ago
view post
Post
4425
sooo many open AI releases past week, let's summarize! ๐Ÿค—
merve/april-11-releases-67fcd78be33d241c0977b9d2

multimodal
> Moonshot AI released Kimi VL Thinking, first working open-source multimodal reasoning model and Kimi VL Instruct, both 16B MoEs with 3B active params (OS)
> InternVL3 released based on Qwen2.5VL, 7 ckpts with various sizes (1B to 78B)

LLMs
> NVIDIA released Llama-3_1-Nemotron-Ultra-253B-v1 an LLM built on Llama 405B for reasoning, chat and tool use
> Agentica released DeepCoder-14B-Preview, fine-tuned version of DeepSeek-R1-Distilled-Qwen-14B on problem-test pairs, along with the compiled dataset
> Zyphra/ZR1-1.5B is a new small reasoning LLM built on R1-Distill-1.5B (OS)
> Skywork-OR1-32B-Preview is a new reasoning model by Skywork

Image Generation
> HiDream releases three new models, HiDream I1 Dev, I1 Full, and I1 fast for image generation (OS)

*OS ones have Apache 2.0 or MIT licenses
ยท
orrzoharย 
authored a paper 27 days ago
anditoย 
authored a paper 27 days ago
merveย 
posted an update about 1 month ago
view post
Post
4128
So many open releases at Hugging Face past week ๐Ÿคฏ recapping all here โคต๏ธ merve/march-21-releases-67dbe10e185f199e656140ae

๐Ÿ‘€ Multimodal
> Mistral AI released a 24B vision LM, both base and instruction FT versions, sota ๐Ÿ”ฅ (OS)
> with IBM we released SmolDocling, a sota 256M document parser with Apache 2.0 license (OS)
> SpatialLM is a new vision LM that outputs 3D bounding boxes, comes with 0.5B (QwenVL based) and 1B (Llama based) variants
> SkyWork released SkyWork-R1V-38B, new vision reasoning model (OS)

๐Ÿ’ฌ LLMs
> NVIDIA released new Nemotron models in 49B and 8B with their post-training dataset
> LG released EXAONE, new reasoning models in 2.4B, 7.8B and 32B
> Dataset: Glaive AI released a new reasoning dataset of 22M+ examples
> Dataset: NVIDIA released new helpfulness dataset HelpSteer3
> Dataset: OpenManusRL is a new agent dataset based on ReAct framework (OS)
> Open-R1 team released OlympicCoder, new competitive coder model in 7B and 32B
> Dataset: GeneralThought-430K is a new reasoning dataset (OS)

๐Ÿ–ผ๏ธ Image Generation/Computer Vision
> Roboflow released RF-DETR, new real-time sota object detector (OS) ๐Ÿ”ฅ
> YOLOE is a new real-time zero-shot object detector with text and visual prompts ๐Ÿฅน
> Stability AI released Stable Virtual Camera, a new novel view synthesis model
> Tencent released Hunyuan3D-2mini, new small and fast 3D asset generation model
> ByteDance released InfiniteYou, new realistic photo generation model
> StarVector is a new 8B model that generates svg from images
> FlexWorld is a new model that expands 3D views (OS)

๐ŸŽค Audio
> Sesame released CSM-1B new speech generation model (OS)

๐Ÿค– Robotics
> NVIDIA released GR00T, new robotics model for generalized reasoning and skills, along with the dataset

*OS ones have Apache 2.0 or MIT license
anditoย 
authored a paper about 2 months ago
anditoย 
posted an update 2 months ago
view post
Post
2663
Extremely bullish on @CohereForAI 's Aya Vision (8B & 32B) - new SOTA open-weight VLMs

- 8B wins up to 81% of the time in its class, better than Gemini Flash
- 32B beats Llama 3.2 90B!
- Covers 23 languages, excels in image captioning, VQA & more
- Integrated on transformers from Day 0!

Efficient multimodal models are here to stay!!๐Ÿ”ฅ
Check out their blog! https://huggingface.co/blog/aya-vision
merveย 
posted an update 2 months ago
view post
Post
6488
Google just released PaliGemma 2 Mix: new versatile instruction vision language models ๐Ÿ”ฅ

> Three new models: 3B, 10B, 28B with res 224, 448 ๐Ÿ’™
> Can do vision language tasks with open-ended prompts, understand documents, and segment or detect anything ๐Ÿคฏ

Read more https://huggingface.co/blog/paligemma2mix
Try the demo google/paligemma2-10b-mix
All models are here google/paligemma-2-mix-67ac6a251aaf3ee73679dcc4
merveย 
posted an update 3 months ago
view post
Post
5041
Your weekly recap of open AI is here, and it's packed with models! merve/feb-14-releases-67af876b404cc27c6d837767

๐Ÿ‘€ Multimodal
> OpenGVLab released InternVideo 2.5 Chat models, new video LMs with long context
> AIDC released Ovis2 model family along with Ovis dataset, new vision LMs in different sizes (1B, 2B, 4B, 8B, 16B, 34B), with video and OCR support
> ColQwenStella-2b is a multilingual visual retrieval model that is sota in it's size
> Hoags-2B-Exp is a new multilingual vision LM with contextual reasoning, long context video understanding

๐Ÿ’ฌ LLMs
A lot of math models!
> Open-R1 team released OpenR1-Math-220k large scale math reasoning dataset, along with Qwen2.5-220K-Math fine-tuned on the dataset, OpenR1-Qwen-7B
> Nomic AI released new Nomic Embed multilingual retrieval model, a MoE with 500 params with 305M active params, outperforming other models
> DeepScaleR-1.5B-Preview is a new DeepSeek-R1-Distill fine-tune using distributed RL on math
> LIMO is a new fine-tune of Qwen2.5-32B-Instruct on Math

๐Ÿ—ฃ๏ธ Audio
> Zonos-v0.1 is a new family of speech recognition models, which contains the model itself and embeddings

๐Ÿ–ผ๏ธ Vision and Image Generation
> We have ported DepthPro of Apple to transformers for your convenience!
> illustrious-xl-v1.0 is a new illustration generation model
ยท
merveย 
posted an update 3 months ago
view post
Post
3177
Interesting releases in open AI this week, let's recap ๐Ÿค  merve/feb-7-releases-67a5f7d7f172d8bfe0dd66f4

๐Ÿค– Robotics
> Pi0, first open-source foundation vision-language action model was released in Le Robot (Apache 2.0)

๐Ÿ’ฌ LLMs
> Groundbreaking: s1 is simpler approach to test-time scaling, the release comes with small s1K dataset of 1k question-reasoning trace pairs (from Gemini-Thinking Exp) they fine-tune Qwen2.5-32B-Instruct to get s1-32B, outperforming o1-preview on math ๐Ÿคฏ s1-32B and s1K is out!
> Adyen released DABstep, a new benchmark along with it's leaderboard demo for agents doing data analysis
> Krutrim released Krutrim-2 instruct, new 12B model based on NeMo12B trained and aligned on Indic languages, a new multilingual sentence embedding model (based on STSB-XLM-R), and a translation model for Indic languages

๐Ÿ‘€ Multimodal
> PKU released Align-DS-V, a model aligned using their new technique called LLF for all modalities (image-text-audio), along with the dataset Align Anything
> OLA-7B is a new any-to-any model by Tencent that can take text, image, video, audio data with context window of 32k tokens and output text and speech in English and Chinese
> Krutrim released Chitrarth, a new vision language model for Indic languages and English

๐Ÿ–ผ๏ธ Vision
> BiRefNet_HR is a new higher resolution BiRefNet for background removal

๐Ÿ—ฃ๏ธ Audio
> kyutai released Hibiki, it's a real-time speech-to-speech translation model ๐Ÿคฏ it's available for French-English translation
> Krutrim released Dhwani, a new STT model for Indic languages
> They also release a new dataset for STT-TTS

๐Ÿ–ผ๏ธ Image Generation
> Lumina released Lumina-Image-2.0, a 2B parameter-flow based DiT for text to image generation
> Tencent released Hunyuan3D-2, a 3D asset generation model based on DiT and Hunyuan3D-Paint
> boreal-hl-v1 is a new boring photorealistic image generation LoRA based on Hunyuan
merveย 
posted an update 3 months ago
anditoย 
authored a paper 3 months ago
merveย 
posted an update 3 months ago
view post
Post
4094
This week in open AI was ๐Ÿ”ฅ Let's recap! ๐Ÿค— merve/january-31-releases-679a10669bd4030090c5de4d
LLMs ๐Ÿ’ฌ
> Huge: AllenAI released new Tรผlu models that outperform DeepSeek R1 using Reinforcement Learning with Verifiable Reward (RLVR) based on Llama 3.1 405B ๐Ÿ”ฅ
> Mistral AI is back to open-source with their "small" 24B models (base & SFT), with Apache 2.0 license ๐Ÿ˜ฑ
> Alibaba Qwen released their 1M context length models Qwen2.5-Instruct-1M, great for agentic use with Apache 2.0 license ๐Ÿ”ฅ
> Arcee AI released Virtuoso-medium, 32.8B LLMs distilled from DeepSeek V3 with dataset of 5B+ tokens
> Velvet-14B is a new family of 14B Italian LLMs trained on 10T tokens in six languages
> OpenThinker-7B is fine-tuned version of Qwen2.5-7B-Instruct on OpenThoughts dataset

VLMs & vision ๐Ÿ‘€
> Alibaba Qwen is back with Qwen2.5VL, amazing new capabilities ranging from agentic computer use to zero-shot localization ๐Ÿ”ฅ
> NVIDIA released new series of Eagle2 models with 1B and 9B sizes
> DeepSeek released Janus-Pro, new any-to-any model (image-text generation from image-text input) with MIT license
> BEN2 is a new background removal model with MIT license!

Audio ๐Ÿ—ฃ๏ธ
> YuE is a new open-source music generation foundation model, lyrics-to-song generation

Codebase ๐Ÿ‘ฉ๐Ÿปโ€๐Ÿ’ป
> We are open-sourcing our SmolVLM training and eval codebase! https://github.com/huggingface/smollm/tree/main/vision
> Open-R1 is open-source reproduction of R1 by @huggingface science team https://huggingface.co/blog/open-r1
  • 1 reply
ยท