| [ |
| { |
| "url": "https://github.com/JohannesBuchner/imagehash", |
| "name": "JohannesBuchner/imagehash: A Python Perceptual Image Hashing", |
| "snippet": "Image hashes tell whether two images look nearly identical. This is different from cryptographic hashing algorithms (like MD5, SHA-1) where tiny changes in the聽...", |
| "host_name": "github.com", |
| "rank": 0, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://gist.github.com/augmt/efa871bbf2668dd4aa711ce2013f5046", |
| "name": "Detecting similar and identical images using perseptual hashes 路 GitHub", |
| "snippet": "The primary theme of all these techniques was to calculate a fingerprint or hash of the image based on the perseptual content, not the raw bits in the image.", |
| "host_name": "gist.github.com", |
| "rank": 1, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://github.com/propublica/facebook-political-ads/issues/74", |
| "name": "reverse image search via perceptual hashing 路 Issue #74 - GitHub", |
| "snippet": "The way to do this would likely be to -- at some point -- record each image's perceptual hash, then at search time, compare the given image to聽...", |
| "host_name": "github.com", |
| "rank": 2, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://www.sciencedirect.com/science/article/pii/S2666281723001993", |
| "name": "PHASER: Perceptual hashing algorithms evaluation and results", |
| "snippet": "We present PHASER, a still-image perceptual hashing framework enabling forensics specialists and scientists to conduct experiments on bespoke datasets.", |
| "host_name": "www.sciencedirect.com", |
| "rank": 3, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://github.com/yuvraj0028/image-similarity", |
| "name": "A Java library to compute image similarity using perceptual hashing", |
| "snippet": "A lightweight Java library to compute image similarity using perceptual hashing algorithms (pHash, dHash, Blockhash) and BK-Tree for fast similarity search.", |
| "host_name": "github.com", |
| "rank": 4, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://milvus.io/ai-quick-reference/what-is-perceptual-hashing-in-image-search", |
| "name": "What is perceptual hashing in image search? - Milvus", |
| "snippet": "Perceptual hashing is a technique used in image search to identify visually similar images by generating compact, comparable representations of their content.", |
| "host_name": "milvus.io", |
| "rank": 5, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://news.ycombinator.com/item?id=33228398", |
| "name": "Simple, Fast, and Scalable Reverse Image Search | Hacker News", |
| "snippet": "I tried to implement a similar reverse image search based on dHash as explained here https://github.com/Rayraegah/dhash . However, I also had聽...", |
| "host_name": "news.ycombinator.com", |
| "rank": 6, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://databases.systems/posts/reverse-image-search", |
| "name": "Reverse image search using perceptual hashes - Aadhav Vignesh", |
| "snippet": "By using perceptual hashes, it's possible to efficiently compare large volumes of images and identify similar or identical images.", |
| "host_name": "databases.systems", |
| "rank": 7, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://gangw.web.illinois.edu/PHashing.pdf", |
| "name": "[PDF] It's Not What It Looks Like: Manipulating Perceptual Hashing", |
| "snippet": "In practice, the attack targets reverse image search engines and security applications that depend on image matching. For example, for search engines, searching聽...", |
| "host_name": "gangw.web.illinois.edu", |
| "rank": 8, |
| "date": "", |
| "favicon": "" |
| }, |
| { |
| "url": "https://github.com/topics/reverse-image-search?l=php&o=desc&s=updated", |
| "name": "reverse-image-search 路 GitHub Topics", |
| "snippet": "Open Source ... Pull requests. Computer Vision: Searching Similar Images powered by PHP and pHashes. reverse-image-search php8 phash-similarity perceptual-has.", |
| "host_name": "github.com", |
| "rank": 9, |
| "date": "", |
| "favicon": "" |
| } |
| ] |