metadata: {"title": "GainForest: A global conservation data income enabled by AI and web3", "logoImg": "bafkreihqv4kxbybv2tkse2byeuyhyxw74lrjotqpto5xmj57kvwraj3jgm", "website": "https://gainforest.earth", "bannerImg": "bafkreidxf4bf4yuivv2y3kz3ilvgwv6calighiexwgziyljc2j65atg2j4", "createdAt": 1713301991812, "userGithub": "", "credentials": {"twitter": {"type": ["VerifiableCredential"], "proof": {"jws": "eyJhbGciOiJFZERTQSIsImNyaXQiOlsiYjY0Il0sImI2NCI6ZmFsc2V9..0XtxBfIwV45Ec3BgG_nFEjKAwi76kXAb5LS3oEu1pO2BG6DIxYkcNJykJZq6CJH-ELnq8FAKuVAMgDg5idO3BQ", "type": "Ed25519Signature2018", "created": "2024-04-16T21:57:59.417Z", "proofPurpose": "assertionMethod", "verificationMethod": "did:key:z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC#z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC"}, "issuer": "did:key:z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC", "@context": ["https://www.w3.org/2018/credentials/v1"], "issuanceDate": "2024-04-16T21:57:59.417Z", "expirationDate": "2024-07-15T21:57:59.417Z", "credentialSubject": {"id": "did:pkh:eip155:1:0x1E75F4Ee9732047f0C6BB47a1b8dad8CFD1E8Eed", "hash": "v0.0.0:Qp/1VRw5O3CmmlNgfSnd9bOUybAlfTym8kYezeotguI=", "@context": [{"hash": "https://schema.org/Text", "provider": "https://schema.org/Text"}], "provider": "ClearTextTwitter#GainForestNow"}}}, "description": "gainforest.earth is a\u00a0global non-profit and that aims to bring transparency to conservation and restoration projects using web3.\n\n![gainforest.app](https://imgur.com/s4rPU5m.gif)\n\n### How gainforest.earth works\n\nOn the financial side, the flow of funds towards a conservation project are transparently displayed on our\u00a0Green Globe [**platform**](www.gainforest.app). On the conservation and restoration side, local communities use a variety of\u00a0**dMRV (Decentralized Monitoring, Reporting and Verification) and DePIN (Decentralized Physical Infrastructure Network)**\u00a0techniques to show \"Proof of Care\", or proof that the funds are used towards sustainable stewardship. Specifically, they upload individual tree images, audio recordings and drone data.\n\n![How Gainforest works](https://gainforest.notion.site/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F592f10fa-b2fe-4de7-84d7-d47ef5244493%2Fe79e5d80-19de-4eb9-8383-5bbc12ea9ead%2FScreenshot_2024-08-04_at_22.20.25.png?table=block&id=a4107b04-567c-4f7b-8533-32c6171ec503&spaceId=592f10fa-b2fe-4de7-84d7-d47ef5244493&width=1420&userId=&cache=v2)\n\n*Gainforest.Earth provides communities with artificial intelligence models to measure impact. A global data council then decides on conservation data payments (through an escrow). Every step is tracked through [attestations](https://celo.easscan.org/attestations/forSchema/0x1636b2944b2b3a8d9553323543b8b0d4653915ffa4038c5bd18400fbffc368ad).*\n\n### On Conservation Data Income for local and Indigenous communities\n\nData regarding biodiversity in the Global South is scarce. Many species of plants and animals in these regions remain undiscovered and undocumented.\u00a0**A conservation-focused data collection initiative would create a global data commons**, propelling\u00a0the advancement of AI and biodiversity research in these areas. **We work together with local communities to co-design environmental data collection and research.** \n\n![Workshop in Inhaa-be](https://gainforest.notion.site/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F592f10fa-b2fe-4de7-84d7-d47ef5244493%2F9e60a531-47ff-4795-80cb-baf255c58988%2FUntitled.png?table=block&id=f5009c7c-5cc8-4aa4-9fd7-0884c8afdbaa&spaceId=592f10fa-b2fe-4de7-84d7-d47ef5244493&width=1420&userId=&cache=v2)\n\nGainForest provides local and Indigenous communities with equitable artificial intelligence models to measure their impact.\n\nCurrently, our platform welcomes a network of\u00a0**25**\u00a0(and counting!) conservation organizations around the world.\n\n### On Artificial Intelligence for Forest and Biodiversity Monitoring\n\nGainforest develops in-house artificial intelligence algorithms for nature-based impact monitoring. We are focusing on two research areas:\n\n- Bioacoustic models to detect biodiversity activity\n- Geospatial models to classify forest canopy structure and individual trees\n\nAll predictions are provided to our communities through our Insights platform, the Green Globe - a data commons for ReFi.\n\n![gainforest.app](https://gainforest.notion.site/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F592f10fa-b2fe-4de7-84d7-d47ef5244493%2F3cb59e0d-6599-4d9c-b14c-082908ed7c7d%2FScreenshot_2024-08-04_at_22.37.26.png?table=block&id=554c8dc4-9e18-4242-8ff3-a9bc2a7ec27a&spaceId=592f10fa-b2fe-4de7-84d7-d47ef5244493&width=1420&userId=&cache=v2)\n\n*We host the GainForest Green Globe, a global data commons that local and Indigenous communities can use to display their conservation efforts*\n\n![Tree delineation](https://gainforest.notion.site/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2F592f10fa-b2fe-4de7-84d7-d47ef5244493%2Fa105b746-6ef1-4d8f-b676-ad3b94e1ab38%2Fdelineation.png?table=block&id=de222e09-e178-473a-8b3d-be9108466690&spaceId=592f10fa-b2fe-4de7-84d7-d47ef5244493&width=1420&userId=&cache=v2)\n\n*Our canopy delineation algorithm is able to detect and count individual trees even in dense rainforests from a single drone image*\n\n**Our work has gotten us to become\u00a0[one of six finalists](https://www.xprize.org/prizes/rainforest/finalist-teams#:~:text=XPRIZE%20Rainforest's%20independent%20judging%20panel,of%20the%20XPRIZE%20Rainforest%20competition)**\u00a0**of the XPRIZE RainForest competition**. 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name: gainforest