鏡で反射した世界をInstantNeRFがどのように3D化されるかのテスト 鏡の中に別の空間が広がっているように3D化されていてめちゃめちゃ面白い！

📝 Top Papers in Computer Vision, NLP, Speech, Multimodal AI, Core ML, RecSys, & Graph ML 🔗 papers.aman.ai 👉🏼 I’ve put together a summary of key papers in #AI and segregated them into (i) need-to-know and (ii) good-to-know. 🔹 Vision - Image Classification (CNN architectures such as AlexNet, VGGNet, InceptionNet, ResNet to Transformer architectures such as ViT, DeiT, BEiT, MAE) - Object Detection (YOLO v1-v8, Fast/er R-CNN, Mask R-CNN, CenterNet, Pix2Seq, DETR, Detic, Focal Loss) - Semantic/Instance Segmentation (U-Net, Mask R-CNN, Segment Anything) - NeRF (InstantNeRF, BlockNeRF) - SSL Contrastive Learning (SimCLR, MoCo, DINO v1 & v2) 🔹 NLP - Transformers (original paper) - Semantic Representation Encoders (BERT and its variants: RoBERTa, DistillBERT, ELECTRA, XLNet, MPNet, ALBERT) - Autoregressive Decoders (GPT-n, Llama 1/2/3, Alpaca, Vicuna) - Augmented LMs (RAG, Toolformer, HuggingGPT, Gorilla) - Supervised Fine-tuning (Instruction tuning/FLAN, LIMA, LESS) - LLM Alignment (RLHF/InstructGPT, PPO, DPO, KTO, GPO, IPO, sDPO, ICDPO) - Encoder Decoder Architectures (T0, T5, BART) - Machine Translation (M2M-100, NLLB-200) - Contrastive Learning (SNCSE, InfoNCE, Sentence-BERT) - Prompting (CoT, Auto-CoT, Self-Consistency, ToT, GoT, ReAct, APE, ART) - PEFT (Prefix-tuning, Adapters, LoRA, LLaMA-Adapter v1 and v2, QLoRA, QA-LoRA, DoRA, NOLA) 🔹 Speech - SSL Pre-Training (WavLM, AudioMAE, HuBERT) - Automatic Speech Recognition/Keyword Spotting (GMM-HMM, DNN-HMM, all-neural architectures such as LAS/Whisper, streaming architectures such as RNN-T/Transformer-T) - Speaker Identification (i/d/x-vectors, GE2E loss, AAM loss) - Text-to-Speech (HiFi-GAN, Tacotron v1 and v2, Voicebox) - Text-to-Audio/Music (MusicGen, AudioGen) 🔹 Multimodal - SSL Pre-Training (ViLT, MLIM, UNiTER, LXMERT, VisualBERT, Data2Vec v1 and v2, I-Code, VL-BEIT, ImageBind) - V L Prompting (Flamingo, Frozen, InstructBLIP) - Text-to-Image (DALL-E 1/2/3, Imagen, Latent Diffusion, Make-A-Scene, Make-a-Video) - Translation (SeamlessM4T) - Contrastive Learning (InfoNCE, CLIP, CLAP, AudioCLIP) 🔹 Core ML - Training Regularizer (Dropout) - Training/Inference Efficiency (ZeRO, ZeRO-Infinity, FlashAttention, FlashAttention-2) - Training Stability (Batch/Layer/Group/Instance Norm, Residual/Skip Connections) - Explainable AI (Guided Backprop, Grad-CAM, CAV, Influence functions, Representer points, TracIn) 🔹 RecSys - ML-based Collaborative Filtering (Factorization Machines) - DL-based Algorithms (Collaborative Deep Learning, Wide & Deep, DNNs for YouTube Recommendations, Product-based DNNs, NCF, Deep & Cross v1 and v2, DeepFM, Deep Interest Network, Behavior Sequence Transformer) 🔹 Graph ML - Factorization-based Algorithms LLE (LLE, LAP, HOPE) - Random Walk-based Algorithms (Node2vec) - Deep Learning-based Algorithms (SDNE, GraphSAGE, EGNN, GCN, GAT) #ArtificialIntelligence

InstantNeRFも当時は感動したが同じソースで3DGS作ると段違いの品質。（もちろんNeRF側も進化はしているのでもう少しよくなると思うが。）3DGSは博物館展示物の3D可視化にとてもよいと思います。iPhoneの写真からPostshotで生成。 #GaussianSplatting

Transformez vos photos en scènes 3D avec #AIonRTX 🖼️🌐 Grâce à la technologie NVIDIA #InstantNeRF, les créatifs peuvent transformer une collection d'images fixes en environnements numériques 3D, en quelques secondes seulement.

👉Instant NeRF di NVIDIA: crea scene 3D da semplici foto 2D . Scene dettagliate tridimensionali in pochi secondi. Il software è open-source e disponibile su GitHub gomoot.com/instant-nerf-di-n… #3D #GeForceRTX #gpu #InstantNeRF #InstantNGP #nvidia #NvidiaRTX #opensource #PC #gpu #windows #TensorCore @nvidia #nvidia

Fotoğraflarınızı #AIonRTX ile 3D sahnelere dönüştürün. 🖼️🌐 NVIDIA #InstantNeRF teknolojisiyle hareketsiz görüntülerden oluşan bir koleksiyon, saniyeler içinde dijital 3D ortamlara dönüştürülüyor.

Zamień swoje zdjęcia w sceny 3D dzięki #AIonRTX. 🖼️🌐 Korzystając z technologii NVIDIA #InstantNeRF, twórcy zamieniają kolekcję nieruchomych obrazów w cyfrowe sceny 3D w ciągu kilku sekund.

Turn your pictures into 3D scenes with #AIonRTX. 🖼️🌐 Using NVIDIA #InstantNeRF technology, creatives are turning a collection of still images into a digital 3D environments in a matter of seconds.

✨Great #InstantNeRF of our NVIDIA HQ by @RadianceFields and @jperldev from their visit during #GTC24✨ 👀And check out this new blog featuring Instant NGP art by @smallfly, @jonstephens85, @franclucent, and @karenxcheng.

Convierte tus fotos en escenas 3D con #AIonRTX. 🖼️🌐 Usando la tecnología #InstantNeRF de NVIDIA, los creadores pueden convertir una colección de imágenes fijas en entornos 3D digitales en cuestión de segundos.

Turn your pictures into 3D scenes with #AIonRTX. 🖼️🌐 Using NVIDIA #InstantNeRF technology, creatives are turning a collection of still images into a digital 3D environments in a matter of seconds.

Turn your pictures into 3D scenes with #AIonRTX. 🖼️🌐 Using NVIDIA #InstantNeRF technology, creatives are turning a collection of still images into a digital 3D environments in a matter of seconds, like this one by Michael Rubloff. Learn more in this week's #AIDecoded blog ➡️ blogs.nvidia.com/blog/ai-dec…

Verwandle deine Bilder in 3D-Szenen mit #AIonRTX. 🖼️🌐 Mit der NVIDIA #InstantNeRF Technologie verwandeln Kreative eine Sammlung von Standbildern in Sekundenschnelle in eine digitale 3D-Umgebung.

Thank you @twominutepapers for featuring the evolution of #InstantNeRF to even finer details by #NVIDIAResearch. youtu.be/klmLiZH_gbo

一年半前のInstantNeRFの時と比べると美しく生成できるようになったなあ・・・（感慨） このデータセットは遠景、中景、近景が含まれ、複雑な構造とテクスチャ、深度推定の難しさなどほどよく難度が高いのでベンチマークにしている。

Well, I shot my nerf gun with #InstantNeRF last winter, does that count? 😛🤓😎🤘#WinterArtChallenge youtube.com/watch?v=tOgHSSaO…

Let's see your creativity shine! ⛷️🎨 Winter is here, and we're excited to join the #WinterArtChallenge ❄️🎿⛄ 🌟Share your winter-themed art using the hashtag for a chance to be featured on our social channels. Get inspired by this incredible #InstantNeRF by @RadianceFields.

New from #NVIDIAResearch: NeRF formulation elegantly represents a continuous transition between surfaces and volumes with faster rendering speeds at higher visual fidelity. #SIGGRAPHAsia 👀TLDR: Auto-derived bounding shells result in up to 10x faster inference than #InstantNeRF.

Introducing the 3D Gaussian Splatting Workbench on Nebula Cloud for Neural Radiance Fields (NeRF) #NeRF #3DRendering #GaussianSplatting #NebulaCloud #3DTechnology #digitaltwins #unity #instantnerf #gis #AI #3D #VFX #Computervision #nvidia @nebulacloudhpc @NVIDIAAI

When I travel, I search for the most amazing things to eat and #3Dscan using @NVIDIAAIDev #InstantNeRF - here is the famous unidon from Unitora Nakadori featuring 5 types of japanese uni #foodporn #NeRF