Sentinel-2 cloudless 2020
Nepal's land cover in 2020
The Nepal-adapted U-Net applied to the 2020 Sentinel-2 cloudless annual mosaic (10 m) at 1038 stratified sample sites: forest 44.4%, farmland 11.0%, rangeland 26.9%, built-up 2.9%, bare land 13.5% and water 1.3%.
Nepal in 2020
Show the numbers
| Class | U-Net (%) | 95% interval | Change since 2019 | Reference map (%) |
|---|---|---|---|---|
| Urban land | 2.9 | 2.4–3.3 | −0.7 | 3.3 |
| Agriculture land | 11.0 | 9.9–12.1 | +0.1 | 10.5 |
| Rangeland | 26.9 | 25.5–28.3 | −4.1 | 31.9 |
| Forest land | 44.4 | 42.5–46.4 | +1.7 | 43.2 |
| Water | 1.3 | 1.1–1.6 | −0.6 | 0.5 |
| Barren land | 13.5 | 12.1–14.9 | +3.5 | 10.6 |
Every district in 2020
| District | Province | Forest % | Farmland % | Rangeland % | Built-up % |
|---|---|---|---|---|---|
| Achham | Sudur Paschim | 49.6 | 1.2 | 46.2 | 0.1 |
| Arghakhanchi | Lumbini | 78.3 | 0.3 | 20.9 | 0.5 |
| Baglung | Gandaki | 69.0 | 0.0 | 30.9 | 0.0 |
| Baitadi | Sudur Paschim | 27.4 | 1.5 | 70.8 | 0.2 |
| Bajhang | Sudur Paschim | 30.6 | 0.3 | 40.3 | 0.0 |
| Bajura | Sudur Paschim | 34.8 | 0.7 | 48.0 | 1.4 |
| Banke | Lumbini | 61.6 | 30.6 | 2.0 | 4.3 |
| Bara | Madhesh | 22.2 | 64.1 | 0.1 | 10.8 |
| Bardiya | Lumbini | 56.7 | 35.0 | 1.8 | 5.7 |
| Bhaktapur | Bagmati | 13.0 | 28.5 | 4.2 | 54.2 |
| Bhojpur | Koshi | 82.4 | 1.1 | 15.8 | 0.7 |
| Chitawan | Bagmati | 60.0 | 18.6 | 16.2 | 4.1 |
| Dadeldhura | Sudur Paschim | 80.4 | 0.8 | 18.6 | 0.2 |
| Dailekh | Karnali | 64.7 | 0.7 | 33.6 | 0.0 |
| Dang | Lumbini | 71.3 | 14.6 | 11.2 | 1.0 |
| Darchula | Sudur Paschim | 33.8 | 0.1 | 52.7 | 0.1 |
| Dhading | Bagmati | 47.3 | 2.7 | 40.3 | 2.3 |
| Dhankuta | Koshi | 69.7 | 1.2 | 27.9 | 1.3 |
| Dhanusa | Madhesh | 18.7 | 63.4 | 5.3 | 11.9 |
| Dolakha | Bagmati | 32.7 | 2.9 | 32.4 | 2.1 |
| Dolpa | Karnali | 9.4 | 1.1 | 50.7 | 0.1 |
| Doti | Sudur Paschim | 79.4 | 0.0 | 20.5 | 0.1 |
| Gorkha | Gandaki | 30.7 | 0.9 | 42.1 | 0.2 |
| Gulmi | Lumbini | 84.0 | 0.2 | 15.6 | 0.2 |
| Humla | Karnali | 13.7 | 0.1 | 26.3 | 0.0 |
| Ilam | Koshi | 85.1 | 8.7 | 5.5 | 0.6 |
| Jajarkot | Karnali | 59.9 | 0.6 | 38.8 | 0.1 |
| Jhapa | Koshi | 24.1 | 59.9 | 2.2 | 9.8 |
| Jumla | Karnali | 32.7 | 4.1 | 57.2 | 0.7 |
| Kailali | Sudur Paschim | 60.7 | 22.2 | 7.9 | 6.8 |
| Kalikot | Karnali | 42.8 | 17.0 | 39.6 | 0.2 |
| Kanchanpur | Sudur Paschim | 41.1 | 42.8 | 8.0 | 5.4 |
| Kapilbastu | Lumbini | 24.3 | 58.9 | 3.5 | 12.0 |
| Kaski | Gandaki | 58.7 | 2.1 | 27.8 | 0.7 |
| Kathmandu | Bagmati | 7.1 | 5.1 | 5.4 | 82.1 |
| Kavrepalanchok | Bagmati | 62.3 | 4.9 | 29.9 | 3.0 |
| Khotang | Koshi | 60.5 | 0.1 | 39.0 | 0.2 |
| Lalitpur | Bagmati | 50.5 | 6.3 | 14.8 | 27.6 |
| Lamjung | Gandaki | 56.4 | 0.0 | 30.7 | 0.0 |
| Mahottari | Madhesh | 48.2 | 37.1 | 1.6 | 8.6 |
| Makwanpur | Bagmati | 72.2 | 12.4 | 7.2 | 7.6 |
| Manang | Gandaki | 2.1 | 0.1 | 24.6 | 0.4 |
| Morang | Koshi | 31.9 | 49.6 | 3.4 | 14.0 |
| Mugu | Karnali | 28.2 | 1.1 | 39.2 | 0.2 |
| Mustang | Gandaki | 2.8 | 0.1 | 35.0 | 0.2 |
| Myagdi | Gandaki | 52.4 | 0.2 | 24.4 | 2.5 |
| Nawalparasi East | Gandaki | 73.9 | 1.6 | 23.2 | 0.2 |
| Nawalparasi West | Lumbini | 43.7 | 44.3 | 2.2 | 6.9 |
| Nuwakot | Bagmati | 49.4 | 13.1 | 23.6 | 13.5 |
| Okhaldhunga | Koshi | 51.8 | 0.0 | 47.2 | 0.0 |
| Palpa | Lumbini | 65.7 | 0.1 | 33.3 | 0.3 |
| Panchthar | Koshi | 76.8 | 0.0 | 23.0 | 0.0 |
| Parbat | Gandaki | 62.6 | 0.0 | 37.3 | 0.0 |
| Parsa | Madhesh | 44.9 | 44.7 | 1.0 | 7.0 |
| Pyuthan | Lumbini | 63.5 | 0.2 | 35.9 | 0.4 |
| Ramechhap | Bagmati | 43.1 | 0.0 | 52.4 | 0.3 |
| Rasuwa | Bagmati | 24.7 | 3.6 | 22.8 | 0.7 |
| Rautahat | Madhesh | 36.5 | 48.6 | 0.1 | 14.7 |
| Rolpa | Lumbini | 64.4 | 0.4 | 35.0 | 0.1 |
| Rukum East | Lumbini | 37.8 | 0.4 | 54.6 | 0.8 |
| Rukum West | Karnali | 59.8 | 0.0 | 38.5 | 0.4 |
| Rupandehi | Lumbini | 22.1 | 68.2 | 2.0 | 6.2 |
| Salyan | Karnali | 61.9 | 0.0 | 38.0 | 0.0 |
| Sankhuwasabha | Koshi | 56.4 | 0.6 | 25.9 | 0.9 |
| Saptari | Madhesh | 17.5 | 58.5 | 1.4 | 19.8 |
| Sarlahi | Madhesh | 23.7 | 60.8 | 0.5 | 7.6 |
| Sindhuli | Bagmati | 70.4 | 8.2 | 15.3 | 0.3 |
| Sindhupalchok | Bagmati | 48.9 | 2.9 | 39.9 | 3.8 |
| Siraha | Madhesh | 23.7 | 58.2 | 2.9 | 12.0 |
| Solukhumbu | Koshi | 33.3 | 0.0 | 28.0 | 0.0 |
| Sunsari | Koshi | 12.1 | 55.3 | 1.2 | 17.7 |
| Surkhet | Karnali | 70.2 | 5.8 | 20.1 | 3.6 |
| Syangja | Gandaki | 50.2 | 1.5 | 47.3 | 0.7 |
| Tanahu | Gandaki | 66.3 | 6.5 | 25.6 | 0.6 |
| Taplejung | Koshi | 39.2 | 0.0 | 16.9 | 0.0 |
| Terhathum | Koshi | 76.4 | 0.3 | 23.1 | 0.0 |
| Udayapur | Koshi | 52.6 | 21.7 | 14.9 | 3.1 |
District estimates rest on 8 or more sample sites each, so their intervals are wide; compare districts with care.
Other years: 2016 · 2018 · 2019 · 2021 · 2022 · 2023 · 2024 · 2025
Source: Nepal-adapted U-Net on EOX Sentinel-2 cloudless 2020 (contains modified Copernicus Sentinel data); reference: Impact Observatory/Esri 10 m land cover.