Sentinel-2 cloudless 2022
Nepal's land cover in 2022
The Nepal-adapted U-Net applied to the 2022 Sentinel-2 cloudless annual mosaic (10 m) at 1038 stratified sample sites: forest 45.2%, farmland 9.3%, rangeland 26.5%, built-up 2.9%, bare land 14.7% and water 1.3%.
Nepal in 2022
Show the numbers
| Class | U-Net (%) | 95% interval | Change since 2021 | Reference map (%) |
|---|---|---|---|---|
| Urban land | 2.9 | 2.4–3.4 | +0.9 | 3.6 |
| Agriculture land | 9.3 | 8.2–10.3 | −2.2 | 10.2 |
| Rangeland | 26.5 | 25.1–28.0 | −1.6 | 31.1 |
| Forest land | 45.2 | 43.2–47.2 | +2.0 | 42.6 |
| Water | 1.3 | 1.1–1.6 | +0.1 | 0.5 |
| Barren land | 14.7 | 13.3–16.2 | +0.8 | 11.9 |
Every district in 2022
| District | Province | Forest % | Farmland % | Rangeland % | Built-up % |
|---|---|---|---|---|---|
| Achham | Sudur Paschim | 42.6 | 2.0 | 51.7 | 0.2 |
| Arghakhanchi | Lumbini | 80.0 | 0.2 | 18.3 | 1.6 |
| Baglung | Gandaki | 82.1 | 0.6 | 16.9 | 0.5 |
| Baitadi | Sudur Paschim | 26.8 | 1.0 | 72.0 | 0.1 |
| Bajhang | Sudur Paschim | 34.6 | 0.4 | 24.2 | 0.7 |
| Bajura | Sudur Paschim | 31.9 | 0.5 | 44.1 | 0.8 |
| Banke | Lumbini | 59.2 | 30.4 | 5.9 | 3.8 |
| Bara | Madhesh | 28.8 | 56.4 | 1.4 | 11.5 |
| Bardiya | Lumbini | 49.3 | 32.8 | 11.4 | 5.6 |
| Bhaktapur | Bagmati | 10.1 | 21.6 | 0.8 | 67.4 |
| Bhojpur | Koshi | 75.5 | 0.0 | 24.5 | 0.0 |
| Chitawan | Bagmati | 63.6 | 11.3 | 20.3 | 4.5 |
| Dadeldhura | Sudur Paschim | 74.6 | 0.4 | 24.2 | 0.4 |
| Dailekh | Karnali | 46.6 | 0.3 | 52.4 | 0.0 |
| Dang | Lumbini | 68.8 | 12.3 | 17.0 | 0.4 |
| Darchula | Sudur Paschim | 35.1 | 2.9 | 46.4 | 2.5 |
| Dhading | Bagmati | 59.6 | 3.3 | 31.2 | 2.8 |
| Dhankuta | Koshi | 57.0 | 1.6 | 39.2 | 1.8 |
| Dhanusa | Madhesh | 21.7 | 52.8 | 15.4 | 9.8 |
| Dolakha | Bagmati | 36.1 | 0.1 | 35.8 | 0.1 |
| Dolpa | Karnali | 8.2 | 1.2 | 39.5 | 0.3 |
| Doti | Sudur Paschim | 81.1 | 0.0 | 18.5 | 0.3 |
| Gorkha | Gandaki | 36.9 | 0.4 | 32.5 | 0.5 |
| Gulmi | Lumbini | 89.5 | 0.0 | 10.5 | 0.0 |
| Humla | Karnali | 12.6 | 0.8 | 22.9 | 0.4 |
| Ilam | Koshi | 82.7 | 4.0 | 11.0 | 1.8 |
| Jajarkot | Karnali | 50.5 | 4.1 | 44.1 | 0.6 |
| Jhapa | Koshi | 30.5 | 50.0 | 3.0 | 12.6 |
| Jumla | Karnali | 28.2 | 2.1 | 59.3 | 0.3 |
| Kailali | Sudur Paschim | 60.3 | 18.3 | 12.3 | 5.6 |
| Kalikot | Karnali | 45.5 | 14.9 | 39.1 | 0.1 |
| Kanchanpur | Sudur Paschim | 42.0 | 36.2 | 14.7 | 4.8 |
| Kapilbastu | Lumbini | 31.4 | 41.7 | 11.3 | 14.0 |
| Kaski | Gandaki | 72.4 | 1.9 | 9.7 | 2.4 |
| Kathmandu | Bagmati | 6.2 | 8.5 | 2.6 | 82.7 |
| Kavrepalanchok | Bagmati | 70.3 | 2.1 | 25.0 | 2.6 |
| Khotang | Koshi | 54.9 | 0.1 | 44.6 | 0.0 |
| Lalitpur | Bagmati | 48.8 | 6.1 | 9.4 | 34.8 |
| Lamjung | Gandaki | 72.4 | 0.0 | 14.6 | 0.1 |
| Mahottari | Madhesh | 43.8 | 36.7 | 8.0 | 8.2 |
| Makwanpur | Bagmati | 71.5 | 7.7 | 13.9 | 6.5 |
| Manang | Gandaki | 2.5 | 0.2 | 22.7 | 0.4 |
| Morang | Koshi | 33.2 | 45.8 | 6.4 | 14.4 |
| Mugu | Karnali | 25.7 | 0.9 | 39.0 | 0.3 |
| Mustang | Gandaki | 3.0 | 0.7 | 26.0 | 0.4 |
| Myagdi | Gandaki | 56.7 | 0.7 | 23.7 | 2.9 |
| Nawalparasi East | Gandaki | 75.1 | 2.3 | 20.6 | 0.4 |
| Nawalparasi West | Lumbini | 45.6 | 32.6 | 6.9 | 10.0 |
| Nuwakot | Bagmati | 59.2 | 9.9 | 22.0 | 8.7 |
| Okhaldhunga | Koshi | 54.7 | 0.4 | 43.7 | 0.0 |
| Palpa | Lumbini | 59.0 | 0.0 | 40.1 | 0.3 |
| Panchthar | Koshi | 85.0 | 0.4 | 14.5 | 0.2 |
| Parbat | Gandaki | 65.6 | 0.0 | 34.2 | 0.0 |
| Parsa | Madhesh | 50.3 | 40.2 | 1.3 | 6.8 |
| Pyuthan | Lumbini | 72.5 | 0.2 | 26.6 | 0.7 |
| Ramechhap | Bagmati | 54.9 | 2.5 | 41.8 | 0.8 |
| Rasuwa | Bagmati | 30.3 | 2.9 | 14.7 | 0.1 |
| Rautahat | Madhesh | 44.6 | 37.4 | 0.9 | 17.0 |
| Rolpa | Lumbini | 65.9 | 0.7 | 32.6 | 0.5 |
| Rukum East | Lumbini | 42.2 | 4.4 | 48.1 | 1.2 |
| Rukum West | Karnali | 54.9 | 0.6 | 42.7 | 0.4 |
| Rupandehi | Lumbini | 22.7 | 65.5 | 5.0 | 6.1 |
| Salyan | Karnali | 59.5 | 0.4 | 39.1 | 1.1 |
| Sankhuwasabha | Koshi | 50.3 | 0.1 | 33.0 | 0.8 |
| Saptari | Madhesh | 14.3 | 55.7 | 10.1 | 17.3 |
| Sarlahi | Madhesh | 23.6 | 53.4 | 5.6 | 11.5 |
| Sindhuli | Bagmati | 71.9 | 2.0 | 20.3 | 0.2 |
| Sindhupalchok | Bagmati | 58.9 | 0.6 | 37.2 | 0.7 |
| Siraha | Madhesh | 27.3 | 44.4 | 16.7 | 8.4 |
| Solukhumbu | Koshi | 37.4 | 0.0 | 25.6 | 0.0 |
| Sunsari | Koshi | 13.0 | 46.1 | 5.0 | 16.5 |
| Surkhet | Karnali | 55.7 | 6.8 | 33.8 | 3.7 |
| Syangja | Gandaki | 45.0 | 0.3 | 53.7 | 0.8 |
| Tanahu | Gandaki | 58.7 | 0.0 | 40.2 | 0.0 |
| Taplejung | Koshi | 43.8 | 0.0 | 17.1 | 0.0 |
| Terhathum | Koshi | 77.0 | 0.4 | 22.2 | 0.1 |
| Udayapur | Koshi | 54.2 | 12.1 | 25.1 | 2.0 |
District estimates rest on 8 or more sample sites each, so their intervals are wide; compare districts with care.
Other years: 2016 · 2018 · 2019 · 2020 · 2021 · 2023 · 2024 · 2025
Source: Nepal-adapted U-Net on EOX Sentinel-2 cloudless 2022 (contains modified Copernicus Sentinel data); reference: Impact Observatory/Esri 10 m land cover.