Depth-Anything
FLiPStackWeekly
Depth-Anything | FLiPStackWeekly | |
---|---|---|
6 | 84 | |
5,941 | 14 | |
- | - | |
8.0 | 9.9 | |
25 days ago | 6 days ago | |
Python | ||
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Depth-Anything
-
Video generation models as world simulators
Depth estimation improved a lot as well e.g. with Depth-Anything [0]. But those are mostly relative depth instead of metric. Also when even converted to metric they still seems have a lot of pointclouds at the edges that have to be pruned - visible in this blog [1]. Looks like those models trained on Lidar or Stereo depthmaps that has this limitations. I think we don't have enough clean training data for 3d unless we maybe train on synthetic data (then we can have plenty, generate realistic scene in Unreal Engine 5 and train on rendered 2d frames)
[0] https://github.com/LiheYoung/Depth-Anything
[1] https://medium.com/@patriciogv/the-state-of-the-art-of-depth...
-
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
Very interesting work! More details here: https://depth-anything.github.io/
It seems better overall and per parameter than current work, with relative and absolute measurement.
Is there any research people are aware of that provides sub-mm level models? For 3D modeling purposes? Or is "classic" photogrammetry still the best option there?
- FLaNK Stack 29 Jan 2024
FLiPStackWeekly
What are some alternatives?
ZoeDepth - Metric depth estimation from a single image
gorilla-cli - LLMs for your CLI
Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
awk-raycaster - Pseudo-3D shooter written completely in gawk using raycasting technique
litellm - Call all LLM APIs using the OpenAI format. Use Bedrock, Azure, OpenAI, Cohere, Anthropic, Ollama, Sagemaker, HuggingFace, Replicate (100+ LLMs)
modelscope - ModelScope: bring the notion of Model-as-a-Service to life.
create-nifi-pulsar-flink-apps - How to create a real-time scalable streaming app using Apache NiFi, Apache Pulsar and Apache Flink SQL
FLiP-PulsarSummit2022Asia - FLiP-PulsarSummit2022Asia: Pulsar Summit Asia 2022
sherlock - Hunt down social media accounts by username across social networks
pulsar-thermal-pinot - Apache Pulsar - Apache Pinot - Thermal Sensor Data
OpenVoice - Instant voice cloning by MyShell.
CML_AMP_LLM_Chatbot_Augmented_with_Enterprise_Data