nowfound

AI · alternatives · 2026

24 alternatives to Neural-hash-collider – Find target hash collisions for NeuralHash

Preimage attack against NeuralHash 💣. Contribute to anishathalye/neural-hash-collider development by creating an account on GitHub.

Neural-hash-collider is a tool that finds target hash collisions for NeuralHash, Apple's perceptual hashing system. Designed for researchers and security analysts, it demonstrates vulnerabilities in neural hash… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Neural-hash-collider – Find target hash collisions for NeuralHash launched in 2021; newer entries below may have overtaken it.

  1. 15N
  2. 2

    Proof of Concept : generating collisions on a neural perceptual hash - collisionLSH.py

    2021 · gist.github.com · its alternatives →

  3. 3

    End-to-end deep dive of the project, spanning a large GPU cluster, distributed RocksDB, and terabytes of sharded HNSW.

    2025 · blog.wilsonl.in · its alternatives →

  4. 4
    Lobe▲1,236

    Visual tool for building custom deep learning models

    2018 · github.com · its alternatives →

  5. 5

    Play BangBang against a Neural Network. Contribute to victorqribeiro/bangBang development by creating an account on GitHub.

    2022 · github.com · its alternatives →

  6. 6

    Perceptual hashing tools for detecting child sexual abuse material - thorn-oss/perception

    2019 · github.com · its alternatives →

  7. 7

    Discover amazing ML apps made by the community

    2021 · huggingface.co · its alternatives →

  8. 8

    Open source image recognition to fetch hashtags from images

    2018 · play.google.com · its alternatives →

  9. 9

    Long-simmering side project that is finally ready to see the light. HAMTs are a cool persistent data structure and implementing one has been a lot of fun. Beyond the code, there is likely some value in the extensive and largely complete implementation docs; basic benchmarks are linked in the README, too. Kind of aiming to be "the libavl for HAMTs". That is obviously a high and aspirational bar but a distinct possibility if it stirs up a little interest and/or contribution. Anyways, it's time for this to go out, collect feedback and maybe even some use outside of toy projects. Let me…

    2023 · github.com · its alternatives →

  10. 10

    We wrote our inference engine on Rust, it is faster than llama cpp in all of the use cases. Your feedback is very welcomed. Written from scratch with idea that you can add support of any kernel and platform.

    2025 · github.com · its alternatives →

  11. 11

    A perceptron written in COBOL. Contribute to victorqribeiro/perceptronCobol development by creating an account on GitHub.

    2020 · github.com · its alternatives →

  12. 12

    TLDR: I’ve made a transformer model and a wrapper library that segments text into meaningful semantic chunks. The current text splitting approaches rely on heuristics (although one can use neural embedder to group semantically related sentences). I propose a fully neural approach to semantic chunking. I took the base distilbert model and trained it on a bookcorpus to split concatenated text paragraphs into original paragraphs. Basically it’s a token classification task. Model fine-tuning took day and a half on a 2x1080ti. The library could be used as a text splitter module in a RAG system or…

    2025 · github.com · its alternatives →

  13. 13
    HASH▲127

    Build complex simulations quickly with modular components

    2020 · hash.ai · its alternatives →

  14. 14

    Easily craft fast Neural Networks on iOS! Use TensorFlow models. Metal under the hood. - xmartlabs/Bender

    2017 · github.com · its alternatives →

  15. 15

    :rocket: DISCoHAsH - Simple, fast, quality hash in 120 lines. 10GB/s serial (depending on hardware). Also in NodeJS - DO-SAY-GO/DISCoHAsH

    2020 · github.com · its alternatives →

  16. 16

    Abstract page for arXiv paper 1908.06062: Adversarial shape perturbations on 3D point clouds

    2019 · arxiv.org · its alternatives →

  17. 17

    :gem: Beamsplitter - A new (possibly universal) hash that passes SMHasher. Built mainly with a random 10x64 S-box. Also in NodeJS - DO-SAY-GO/beamsplitter

    2020 · github.com · its alternatives →

  18. 18AS

    A Simple GPU Hash Table

    2020 · nosferalatu.com · its alternatives →

  19. 19AV

    Discussions: Hacker News (63 points, 8 comments), Reddit r/programming (312 points, 37 comments) Translations: Arabic, French, Spanish Update: Part 2 is now live: A Visual And Interactive Look at Basic Neural Network Math Motivation I’m not a machine learning expert. I’m a software engineer by train

    2016 · jalammar.github.io · its alternatives →

  20. 20

    Blazing-fast in-browser neural networks

    2017 · tenso.rs · its alternatives →

  21. 21AP

    2016 · chara.cs.illinois.edu · its alternatives →

  22. 22

    Watch a Neural Network learns to shoot a target. Contribute to victorqribeiro/bangBangML development by creating an account on GitHub.

    2020 · github.com · its alternatives →

  23. 23

    HyperMinHash: Bringing intersections to HyperLogLog - axiomhq/hyperminhash

    2018 · github.com · its alternatives →

  24. 24JE

Also compare

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →